{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5008b803",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import itertools\n",
    "import copy\n",
    "from tqdm import tqdm\n",
    "\n",
    "import torch\n",
    "from torch.utils.data import DataLoader\n",
    "import torch.nn.functional as F\n",
    "import torchvision\n",
    "from torchvision import transforms\n",
    "\n",
    "# 防止内核挂掉\n",
    "import os\n",
    "os.environ[\"KMP_DUPLICATE_LIB_OK\"]=\"TRUE\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d266a80",
   "metadata": {},
   "source": [
    "# Angular Spectrum Propagation (phase only)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "351f8955",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using Device:  cuda\n"
     ]
    }
   ],
   "source": [
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "print('Using Device: ',device)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3966ea17",
   "metadata": {},
   "source": [
    "### ***Loading and Viewing Dataset***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "414a3ef3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "BATCH_SIZE = 200\n",
    "IMG_SIZE = 32\n",
    "N_pixels = 64\n",
    "PADDING = (N_pixels - IMG_SIZE) // 2  # 避免边缘信息丢失\n",
    "\n",
    "# 数据预处理并加载\n",
    "transform = transforms.Compose([transforms.ToTensor(), transforms.Resize((IMG_SIZE, IMG_SIZE))])\n",
    "train_dataset = torchvision.datasets.MNIST(\"./data\", train=True, transform=transform, download=True)\n",
    "val_dataset = torchvision.datasets.MNIST(\"./data\", train=False, transform=transform, download=True)\n",
    "train_dataloader = DataLoader(dataset=train_dataset, batch_size=BATCH_SIZE, shuffle=True)\n",
    "val_dataloader = DataLoader(dataset=val_dataset, batch_size=BATCH_SIZE, shuffle=False)\n",
    "\n",
    "# 定义一个绘图函数\n",
    "def image_plot(image_phase, label):\n",
    "    cmap='RdBu'\n",
    "    norm = np.absolute(image_phase.cpu().numpy())\n",
    "    fig, (ax1, ax2) = plt.subplots(1, 2)\n",
    "    ax1.imshow(np.round(norm, 5), cmap=cmap) # 显示图片每个像素点的振幅\n",
    "    ax1.axis('off')\n",
    "    ax1.set_title('Amplitude')\n",
    "    ax2.imshow(np.angle(image_phase.cpu().numpy()), cmap=cmap)\n",
    "    ax2.axis('off')  # 不显示坐标轴\n",
    "    ax2.set_title('Phase')\n",
    "    fig.suptitle(\"label={}\".format(label), x=0.5, y=0.8)\n",
    "#     fig.colorbar(plt.cm.ScalarMappable(cmap=cmap), ax=ax2)\n",
    "    plt.show()\n",
    "\n",
    "for i, (images, labels) in enumerate(train_dataloader):\n",
    "    images = images.to(device)\n",
    "    images_padded = F.pad(torch.squeeze(images), pad=(PADDING, PADDING, PADDING, PADDING))\n",
    "    images_E = torch.sqrt(images_padded)\n",
    "    images_phase = torch.exp(1j*2.0*np.pi*images_E) # 转换为相位图像\n",
    "    labels = labels.to(device)\n",
    "\n",
    "    \n",
    "#     print(i, images_phase[0].shape, labels[0].shape)\n",
    "    '''\n",
    "        每一个周期，共300个批次（i=0~299），一共60000个数据；\n",
    "        train_dataloader包含300个批次，包括整个训练集；\n",
    "        每一批次一共200张图片，对应200个标签, len(images[0])=1；\n",
    "        images包含一个批次的200张图片（image[0].shape=torch.Size([1,28,28])），labels包含一个批次的200个标签，标签范围为0~9\n",
    "    '''\n",
    "\n",
    "    # 每100个批次绘制第一张图片（含shuffle导致每次运行结果不一样）\n",
    "    if (i + 1) % 1000 == 0:\n",
    "        classes = torch.unique(labels).cpu().numpy()\n",
    "        classes_num = len(classes)\n",
    "        print('batch_number [{}/{}]'.format(i + 1, len(train_dataloader)))\n",
    "        print('classes of the first batch: {}, number of classes: {}'.format(classes, classes_num))#  第一个batch的总类\n",
    "        image_plot(images_phase[0], labels[0])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1baf595f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([50, 64, 64])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images_E.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97f9b3c7",
   "metadata": {},
   "source": [
    "### ***Diffractive Layer***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0bcfe12c",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Diffractive(torch.nn.Module):\n",
    "    # 模型初始化（构造实例），默认实参波长为532e-9，网格总数50，网格大小10e-6，z方向传播0.002。\n",
    "    def __init__(self, λ = 532e-9, N_mesh = 100, DISCRETIZATION_STEP = 1e-6, z_step = 1e-4):\n",
    "        super(Diffractive, self).__init__() # 初始化父类\n",
    "        \n",
    "        # 以1/d为单位频率，得到一系列频率分量[0, 1, 2, ···, N_pixels/2-1,-N_pixels/2, ···, -1]/(N_pixels*d)。\n",
    "        fx = torch.fft.fftshift(torch.fft.fftfreq(N_mesh, d = DISCRETIZATION_STEP))\n",
    "        fy = torch.fft.fftshift(torch.fft.fftfreq(N_mesh, d = DISCRETIZATION_STEP))\n",
    "        fxx, fyy = torch.meshgrid(fx, fy) # 拉网格，每个网格坐标点为空间频率各分量。\n",
    "\n",
    "        argument = (2 * torch.pi)**2 * ((1. / λ) ** 2 - fxx ** 2 - fyy ** 2)\n",
    "\n",
    "        # 计算传播场或倏逝场的模式kz，传播场kz为实数，倏逝场kz为复数\n",
    "        tmp = torch.sqrt(torch.abs(argument))\n",
    "        kz = torch.tensor(np.where(argument >= 0, tmp, 1j*tmp))\n",
    "        self.phase = torch.exp(1j * kz * z_step).to(device)\n",
    "\n",
    "    def forward(self, E):\n",
    "        # 定义单个衍射层内的前向传播\n",
    "        E = E.to(device)\n",
    "        fft_c = torch.fft.fft2(E) # 对电场E进行二维傅里叶变换\n",
    "        c = torch.fft.fftshift(fft_c) # 将零频移至张量中心\n",
    "        angular_spectrum = torch.fft.ifft2(torch.fft.ifftshift(c * self.phase)) # 卷积后逆变换得到响应的角谱\n",
    "        return angular_spectrum"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6af85aba",
   "metadata": {},
   "source": [
    "### ***Propagation Layer***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "71eec8dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 衍射演化\n",
    "# class Propagation_Layer(torch.nn.Module):\n",
    "#     # 观察样本经过空间衍射传播的变化\n",
    "#     def __init__(self):\n",
    "#         super(Propagation_Layer, self).__init__() # 初始化父类\n",
    "#         self.wl = 532e-9\n",
    "#         self.N_mesh = 100\n",
    "#         self.number_of_z_steps = 500\n",
    "#         self.BATCH_SIZE = 50\n",
    "        \n",
    "#     def forward(self, E0):\n",
    "#         temp = transforms.Resize((self.N_mesh, self.N_mesh))(E0).squeeze()\n",
    "#         diffraction_step = Diffractive().to(device)\n",
    "#         z_ind = torch.arange(0, self.number_of_z_steps)\n",
    "#         full_cross_section =  torch.zeros((len(z_ind), self.BATCH_SIZE, self.N_mesh, self.N_mesh),dtype = torch.complex64)\n",
    "#         full_cross_section[0] = temp\n",
    "#         with torch.no_grad():\n",
    "#             for ind in z_ind[1:]:\n",
    "#                 full_cross_section[ind] = diffraction_step(full_cross_section[ind-1])   \n",
    "#         return full_cross_section[-1]\n",
    "\n",
    "class Propagation_Layer(torch.nn.Module):\n",
    "    # 观察样本经过空间衍射传播的变化\n",
    "    def __init__(self):\n",
    "        super(Propagation_Layer, self).__init__() # 初始化父类\n",
    "        self.wl = 532e-9\n",
    "        self.N_mesh = 100\n",
    "        self.number_of_z_steps = 50\n",
    "        self.BATCH_SIZE = 200\n",
    "        \n",
    "    def forward(self, E0):\n",
    "        E_input = E0.unsqueeze(0)\n",
    "        temp = transforms.Resize([self.N_mesh, self.N_mesh])(E_input).squeeze()\n",
    "        diffraction_step = Diffractive().to(device)\n",
    "        z_ind = torch.arange(0, self.number_of_z_steps)\n",
    "        full_cross_section =  torch.zeros((len(z_ind), self.BATCH_SIZE, self.N_mesh, self.N_mesh),dtype = torch.complex64)\n",
    "        full_cross_section[0] = temp\n",
    "        with torch.no_grad():\n",
    "            for ind in z_ind[1:]:\n",
    "                full_cross_section[ind] = diffraction_step(full_cross_section[ind-1])   \n",
    "        return full_cross_section"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a3b45f20",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([200, 200, 200])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp = transforms.Resize((200,200))(images_E).squeeze()\n",
    "temp.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8af0bdc1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([200, 64, 64])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images_E.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "d18cfcef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1d439c81970>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 样本首先经过一个传输层，再被送入一个相位板。    \n",
    "wl = 532e-9\n",
    "N_mesh = 100\n",
    "DISCRETIZATION_STEP = 1.0e-6 # 网格大小\n",
    "z_step = 1e-4 # z方向步长\n",
    "number_of_z_steps = 50 # z方向步数\n",
    "z_max = number_of_z_steps*z_step # z坐标\n",
    "\n",
    "images_E = torch.sqrt(images_padded)\n",
    "\n",
    "model = Propagation_Layer().to(device)\n",
    "\n",
    "field = model(images_E)\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (12, 4)\n",
    "coord_limit = (N_mesh//2)*DISCRETIZATION_STEP # 建立xy坐标系\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, layout='constrained')\n",
    "\n",
    "# input\n",
    "XY_field_in = np.abs(field[0, -1])\n",
    "ax1.imshow(XY_field_in)\n",
    "# ax1.set_xticks(np.arange(0,N_mesh+1,50), np.round(1e6*np.arange(-coord_limit, 1.1*coord_limit, 0.5*coord_limit), 3))\n",
    "# ax1.set_yticks(np.arange(0,N_mesh+1,50), np.round(1e6*np.arange(coord_limit, -1.1*coord_limit, -0.5*coord_limit), 3))\n",
    "\n",
    "# yz cross-section\n",
    "YZ_field = torch.abs(field[:, -1, :, N_mesh//2]).T\n",
    "ax2.imshow(YZ_field)\n",
    "# ax2.set_xticks(np.arange(0,number_of_z_steps+1,100), np.round(1e6*np.arange(0, 1.1*z_max, 0.2*z_max), 3))\n",
    "# ax2.sharey(ax1)\n",
    "\n",
    "# input\n",
    "XY_field_out = np.abs(field[-1, -1])\n",
    "ax3.imshow(XY_field_out)\n",
    "# ax3.sharex(ax1)\n",
    "# ax3.sharey(ax1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "dd1e4ca2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda\\envs\\D2NN\\lib\\site-packages\\torchvision\\transforms\\functional_tensor.py:557: UserWarning: Casting complex values to real discards the imaginary part (Triggered internally at  C:\\cb\\pytorch_1000000000000\\work\\aten\\src\\ATen\\native\\Copy.cpp:250.)\n",
      "  img = img.to(req_dtype)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 送入相位板\n",
    "class Diffractive_Layer(torch.nn.Module):\n",
    "    # 观察样本经过空间衍射传播的变化\n",
    "    def __init__(self):\n",
    "        super(Diffractive_Layer, self).__init__() # 初始化父类\n",
    "        self.wl = 532e-9\n",
    "        self.N_pixels = 64\n",
    "        self.N_mesh = 100\n",
    "        self.pixel_size = 10e-6\n",
    "        self.z_step = 1e-5\n",
    "        \n",
    "    def forward(self, E0):\n",
    "        E_input = transforms.Resize([N_pixels, N_pixels])(E0.unsqueeze(0))\n",
    "        E_output = Diffractive(λ = self.wl, N_mesh = self.N_pixels, DISCRETIZATION_STEP = self.pixel_size, z_step = self.z_step).forward(E_input)\n",
    "        return E_output\n",
    "\n",
    "\n",
    "model = Diffractive_Layer().to(device)\n",
    "E_output = model(field[-1, -1])\n",
    "E_output = transforms.Resize([N_mesh, N_mesh])(E_output)\n",
    "XY_field = torch.abs(E_output.squeeze()).cpu().numpy()\n",
    "ax = plt.subplot()\n",
    "ax.imshow(XY_field)\n",
    "ax.sharex(ax1)\n",
    "ax.sharey(ax1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83e430c8",
   "metadata": {},
   "source": [
    "### ***Detectors Layer***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "606fd717",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1f662dace80>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 生成一行探测器。指定探测器个数N_det，在x方向上生成齐高等间距det_step的一组探测器\n",
    "# left，right，up和down分别是该行矩形探测器的四个顶点坐标。\n",
    "def generate_det_row(det_size, start_pos_x, start_pos_y, det_step, N_det):\n",
    "    p = []\n",
    "    for i in range(N_det):\n",
    "        left = start_pos_x+i*(int(det_step)+det_size)\n",
    "        right = left + det_size\n",
    "        up = start_pos_y\n",
    "        down = start_pos_y + det_size\n",
    "        p.append((up, down, left, right))\n",
    "    return p\n",
    "\n",
    "# 生成三行探测器。利用generate_det_row函数生成三行等间距矩形探测器。\n",
    "def set_det_pos(det_size = 20, start_pos_x = 46, start_pos_y = 46, \n",
    "                N_det_sets = [3, 4, 3], det_steps_x = [5, 3, 5], det_steps_y = 5):\n",
    "    p = []\n",
    "    for i in range(len(N_det_sets)):\n",
    "        p.append(generate_det_row(det_size, start_pos_x, start_pos_y+i*(det_steps_y+1)\n",
    "                                  *det_size, det_steps_x[i]*det_size, N_det_sets[i]))\n",
    "    return list(itertools.chain.from_iterable(p))\n",
    "\n",
    "# def set_det_pos(det_size=20, start_pos_x = 46, start_pos_y = 46):\n",
    "#     p = []\n",
    "#     p.append(generate_det_row(det_size, start_pos_x, start_pos_y, 2*det_size, 3))\n",
    "#     p.append(generate_det_row(det_size, start_pos_x, start_pos_y+3*det_size, 1*det_size, 4))\n",
    "#     p.append(generate_det_row(det_size, start_pos_x, start_pos_y+6*det_size, 2*det_size, 3))\n",
    "#     return list(itertools.chain.from_iterable(p))\n",
    "\n",
    "# 获取最终衍射光强在各个探测器上的分布情况\n",
    "def detector_region(Int):\n",
    "    detectors_list = []\n",
    "    full_Int = Int.sum(dim=(1,2)) # 统计总光强\n",
    "    for det_x0, det_x1, det_y0, det_y1 in detector_pos: # 计算各个探测器区间内的光强占比\n",
    "        detectors_list.append((Int[:, det_x0 : det_x1, det_y0 : det_y1].sum(dim=(1, 2))/full_Int).unsqueeze(-1))        \n",
    "    return torch.cat(detectors_list, dim = 1)\n",
    "\n",
    "# 指定生成的十个探测器的位置。\n",
    "# detector_pos = [\n",
    "#     (46, 66, 46, 66),\n",
    "#     (46, 66, 106, 126),\n",
    "#     (46, 66, 166, 186),\n",
    "#     (106, 126, 46, 66),\n",
    "#     (106, 126, 86, 106),\n",
    "#     (106, 126, 126, 146),\n",
    "#     (106, 126, 166, 186),\n",
    "#     (166, 186, 46, 66),\n",
    "#     (166, 186, 106, 126),\n",
    "#     (166, 186, 166, 186)\n",
    "\n",
    "# 定义探测器模型基本参数\n",
    "det_size = 6\n",
    "det_pad = (N_mesh - 13*det_size)//2\n",
    "detector_pos = set_det_pos(det_size, det_pad, det_pad)\n",
    "\n",
    "# 定义探测器层的图片张量\n",
    "labels_image_tensors=torch.zeros((10,N_mesh,N_mesh), device = device, dtype = torch.double)\n",
    "for ind, pos in enumerate(detector_pos):\n",
    "    pos_l, pos_r, pos_u, pos_d = pos\n",
    "    labels_image_tensors[ind, pos_l:pos_r, pos_u:pos_d] = 1 # 设置探测器区域\n",
    "    labels_image_tensors[ind] = labels_image_tensors[ind]/labels_image_tensors[ind].sum() # 归一化探测器层\n",
    "\n",
    "plt.imshow(labels_image_tensors.cpu().numpy().sum(axis = 0)) # 查看探测器层"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1df71fac",
   "metadata": {},
   "source": [
    "### ***D2NN***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "6d42025c",
   "metadata": {},
   "outputs": [],
   "source": [
    "class DNN(torch.nn.Module):\n",
    "    \"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\n",
    "    phase only modulation\n",
    "    \"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\n",
    "    def __init__(self, num_layers = 5, wl = 532e-9, N_pixels = 64, N_mesh = N_mesh, pixel_size = 10e-6, \n",
    "                 distance_between_layers = 0.005, distance_to_detectors = 0.005):\n",
    "\n",
    "        super(DNN, self).__init__()\n",
    "        \n",
    "        # 初始化每层相位板的相位参数（0到1区间均匀分布）,并将其注册为可学习的Parameter。\n",
    "        self.phase = [torch.nn.Parameter(torch.from_numpy(np.random.random(size=(N_pixels, N_pixels)).\n",
    "                                                          astype('float32')-0.5)) for _ in range(num_layers)]\n",
    "        # 向网络中添加每层相位板的参数\n",
    "        for i in range(num_layers):\n",
    "            self.register_parameter(\"phase\" + \"_\" + str(i), self.phase[i])\n",
    "        \n",
    "        # 定义中间的衍射层\n",
    "        self.diffractive_layers = torch.nn.ModuleList([\n",
    "            Propagation_Layer(),\n",
    "            Diffractive_Layer(),\n",
    "            Propagation_Layer(),\n",
    "            Diffractive_Layer(),\n",
    "            Propagation_Layer(),\n",
    "            Diffractive_Layer(),\n",
    "            Propagation_Layer(),\n",
    "            Diffractive_Layer(),\n",
    "            Propagation_Layer(),\n",
    "            Diffractive_Layer(),\n",
    "            Propagation_Layer()])\n",
    "        # 定义最后的探测层\n",
    "        self.sofmax = torch.nn.Softmax(dim=-1)\n",
    "    \n",
    "    # 计算多层衍射前向传播\n",
    "    def forward(self, E):\n",
    "        for index, layer in enumerate(self.diffractive_layers):\n",
    "            temp = layer(E)\n",
    "            # 这里相当于加了一层sigmoid非线性激活，将相位控制在0到2pi\n",
    "#             constr_phase = 2*np.pi*torch.sigmoid(self.phase[index])\n",
    "            if index%2 == 0:\n",
    "                E = temp\n",
    "            else:\n",
    "                constr_phase = 2*np.pi*self.phase[int((index-1)/2)]\n",
    "                exp_j_phase = torch.exp(1j*constr_phase) #torch.cos(constr_phase)+1j*torch.sin(constr_phase)\n",
    "                E = temp * exp_j_phase\n",
    "        Int = torch.abs(E)**2\n",
    "#         output = self.sofmax(detector_region(Int))\n",
    "        output = detector_region(Int)\n",
    "        return output, Int"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "b7d6ff21",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DNN(\n",
      "  (diffractive_layers): ModuleList(\n",
      "    (0): Propagation_Layer()\n",
      "    (1): Diffractive_Layer()\n",
      "    (2): Propagation_Layer()\n",
      "    (3): Diffractive_Layer()\n",
      "    (4): Propagation_Layer()\n",
      "    (5): Diffractive_Layer()\n",
      "    (6): Propagation_Layer()\n",
      "    (7): Diffractive_Layer()\n",
      "    (8): Propagation_Layer()\n",
      "    (9): Diffractive_Layer()\n",
      "    (10): Propagation_Layer()\n",
      "  )\n",
      "  (sofmax): Softmax(dim=-1)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "model = DNN().to(device)\n",
    "print(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abed7f3b",
   "metadata": {},
   "source": [
    "### ***Training***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "4551157d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义训练函数\n",
    "def train(model, loss_function, optimizer, trainloader, testloader, epochs =10,  device='cpu'):\n",
    "    train_loss_hist = []\n",
    "    test_loss_hist = []\n",
    "    train_acc_hist = []\n",
    "    test_acc_hist = []\n",
    "    best_acc = 0\n",
    "    for epoch in range(epochs):\n",
    "        ep_loss = 0\n",
    "        # 每个epoch开始时启动Batch_Normalization和Dropout。BN层能够用到每一批数据的均值和方差，Dropout随机取一部分网络连接来训练更新参数。\n",
    "        model.train()\n",
    "        correct = 0\n",
    "        total = 0\n",
    "        # 加载进度条\n",
    "        for images, labels in tqdm(trainloader):\n",
    "            \n",
    "            images = images.to(device)\n",
    "            images = torch.sqrt(F.pad(torch.squeeze(images), pad=(PADDING, PADDING, PADDING, PADDING)))\n",
    "            labels = labels.to(device)\n",
    "#             det_labels = F.one_hot(labels, num_classes=10).to(dtype=torch.float64)\n",
    "            det_labels = labels_image_tensors[labels] # 定义各标签的探测器层张量\n",
    "            det_labels = det_labels.to(device).to(dtype=torch.float64)\n",
    "            \n",
    "            optimizer.zero_grad() # 梯度清零\n",
    "            out_label, out_img = model(images) # 得到预测各个探测器上的光强分布以及探测层光强分布\n",
    "            out_img = out_img.to(device).to(dtype=torch.float64)\n",
    "            out_label = out_label.to(device).to(dtype=torch.float64)\n",
    "            \n",
    "            _, predicted = torch.max(out_label.data, 1) # 找到光强分布占比最大的探测器，并作为预测结果\n",
    "            correct += (predicted == labels).sum().item() # 得到一个batch的预测结果。如果预测值等于标签值，则正确值加一。\n",
    "            total += labels.size(0) # 得到一个batch的标签总数\n",
    "\n",
    "            full_int_img = out_img.sum(axis=(1,2))\n",
    "            loss = loss_function(out_img/full_int_img[:,None,None], det_labels) # 光强分布归一化后送入损失函数（与完美探测结果进行比较）\n",
    "            #loss = loss_function(out_label, det_labels)\n",
    "            \n",
    "            loss.backward() # 反向传播\n",
    "            optimizer.step() # 参数更新\n",
    "            ep_loss += loss.item() # 更新本次epoch的损失\n",
    "        train_loss_hist.append(ep_loss /len(trainloader)) # 计算平均损失\n",
    "        train_acc_hist.append(correct /total) # 计算准确率\n",
    "        #train_acc_hist.append(validate(model, trainloader,device))\n",
    "\n",
    "        #test_acc_hist.append(validate(model, testloader,device))\n",
    "        # if test_acc_hist[-1][0]>best_acc:\n",
    "        #     best_model=copy.deepcopy(model)\n",
    "        \n",
    "        ep_loss = 0\n",
    "        # 不启用Batch Normalization和Dropout。测试过程中要保证BN层的均值和方差不变，且利用到了所有网络连接，即不进行随机舍弃神经元。\n",
    "        model.eval()\n",
    "        correct = 0\n",
    "        total = 0\n",
    "        with torch.no_grad(): # 停止梯度更新\n",
    "            for images, labels in tqdm(testloader):\n",
    "                images = images.to(device)\n",
    "                images = torch.sqrt(F.pad(torch.squeeze(images), pad=(PADDING, PADDING, PADDING, PADDING)))\n",
    "                labels = labels.to(device)\n",
    "                #det_labels = F.one_hot(labels, num_classes=10).to(dtype=torch.float64)\n",
    "                det_labels = labels_image_tensors[labels]\n",
    "\n",
    "                out_label, out_img = model(images)\n",
    "                _, predicted = torch.max(out_label.data, 1)\n",
    "                correct += (predicted == labels).sum().item()\n",
    "                total += labels.size(0)\n",
    "\n",
    "                full_int_img = out_img.sum(axis=(1,2))\n",
    "                loss = loss_function(out_img/full_int_img[:,None,None], det_labels)\n",
    "                #loss = loss_function(out_label, det_labels)\n",
    "                \n",
    "                #直接计算损失，无反向传播和梯度更新。\n",
    "                ep_loss += loss.item()\n",
    "        test_loss_hist.append(ep_loss / len(testloader))\n",
    "        test_acc_hist.append(correct / total)\n",
    "        # 如果最后一次训练的准确率大于之前最好的准确率，则将最后一次的模型保存为最佳模型。\n",
    "        if test_acc_hist[-1]>best_acc:\n",
    "             best_model = copy.deepcopy(model)\n",
    "\n",
    "        print(f\"Epoch={epoch} train loss={train_loss_hist[epoch]:.4}, test loss={test_loss_hist[epoch]:.4}\")\n",
    "        print(f\"train acc={train_acc_hist[epoch]:.4}, test acc={test_acc_hist[epoch]:.4}\")\n",
    "        print(\"-----------------------\")\n",
    "        \n",
    "    return train_loss_hist, train_acc_hist, test_loss_hist, test_acc_hist, best_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5f71b821",
   "metadata": {},
   "outputs": [],
   "source": [
    "def custom_loss(imgs, det_labels):\n",
    "    full_int = imgs.sum(dim=(1,2))\n",
    "    loss = 1 - (imgs*det_labels).sum(dim=(1,2))/full_int\n",
    "    return loss.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "47e0c342",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义衍射模型基本参数\n",
    "wl = 532e-9\n",
    "pixel_size = 10e-6\n",
    "distance_between_layers = 0.005 #\n",
    "distance_to_detectors = distance_between_layers*1\n",
    "# 定义模型，损失函数和优化器\n",
    "model = DNN(5, wl, N_pixels, pixel_size, distance_between_layers).to(device)\n",
    "# criterion = custom_loss\n",
    "# criterion = torch.nn.CrossEntropyLoss().to(device)\n",
    "criterion = torch.nn.MSELoss(reduction='sum').to(device)\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=0.002)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "9ce007f2",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  1%|▋                                                                             | 11/1200 [03:42<6:41:40, 20.27s/it]\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[58], line 2\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m# 正式开启训练\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m train_loss_hist, train_acc_hist, test_loss_hist, test_acc_hist, best_model \u001b[38;5;241m=\u001b[39m \u001b[43mtrain\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[0;32m      3\u001b[0m \u001b[43m                          \u001b[49m\u001b[43mcriterion\u001b[49m\u001b[43m,\u001b[49m\u001b[43moptimizer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtrain_dataloader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mval_dataloader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mepochs\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m  \u001b[49m\u001b[43mdevice\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mdevice\u001b[49m\u001b[43m)\u001b[49m\n",
      "Cell \u001b[1;32mIn[56], line 25\u001b[0m, in \u001b[0;36mtrain\u001b[1;34m(model, loss_function, optimizer, trainloader, testloader, epochs, device)\u001b[0m\n\u001b[0;32m     22\u001b[0m det_labels \u001b[38;5;241m=\u001b[39m det_labels\u001b[38;5;241m.\u001b[39mto(device)\u001b[38;5;241m.\u001b[39mto(dtype\u001b[38;5;241m=\u001b[39mtorch\u001b[38;5;241m.\u001b[39mfloat64)\n\u001b[0;32m     24\u001b[0m optimizer\u001b[38;5;241m.\u001b[39mzero_grad() \u001b[38;5;66;03m# 梯度清零\u001b[39;00m\n\u001b[1;32m---> 25\u001b[0m out_label, out_img \u001b[38;5;241m=\u001b[39m \u001b[43mmodel\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimages\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m# 得到预测各个探测器上的光强分布以及探测层光强分布\u001b[39;00m\n\u001b[0;32m     26\u001b[0m out_img \u001b[38;5;241m=\u001b[39m out_img\u001b[38;5;241m.\u001b[39mto(device)\u001b[38;5;241m.\u001b[39mto(dtype\u001b[38;5;241m=\u001b[39mtorch\u001b[38;5;241m.\u001b[39mfloat64)\n\u001b[0;32m     27\u001b[0m out_label \u001b[38;5;241m=\u001b[39m out_label\u001b[38;5;241m.\u001b[39mto(device)\u001b[38;5;241m.\u001b[39mto(dtype\u001b[38;5;241m=\u001b[39mtorch\u001b[38;5;241m.\u001b[39mfloat64)\n",
      "File \u001b[1;32mD:\\Anaconda\\envs\\D2NN\\lib\\site-packages\\torch\\nn\\modules\\module.py:1130\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m   1126\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[0;32m   1127\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[0;32m   1128\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[0;32m   1129\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[1;32m-> 1130\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1131\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[0;32m   1132\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n",
      "Cell \u001b[1;32mIn[54], line 36\u001b[0m, in \u001b[0;36mDNN.forward\u001b[1;34m(self, E)\u001b[0m\n\u001b[0;32m     34\u001b[0m     \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, E):\n\u001b[0;32m     35\u001b[0m         \u001b[38;5;28;01mfor\u001b[39;00m index, layer \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdiffractive_layers):\n\u001b[1;32m---> 36\u001b[0m             temp \u001b[38;5;241m=\u001b[39m \u001b[43mlayer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mE\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     37\u001b[0m             \u001b[38;5;66;03m# 这里相当于加了一层sigmoid非线性激活，将相位控制在0到2pi\u001b[39;00m\n\u001b[0;32m     38\u001b[0m \u001b[38;5;66;03m#             constr_phase = 2*np.pi*torch.sigmoid(self.phase[index])\u001b[39;00m\n\u001b[0;32m     39\u001b[0m             \u001b[38;5;28;01mif\u001b[39;00m index\u001b[38;5;241m%\u001b[39m\u001b[38;5;241m2\u001b[39m \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n",
      "File \u001b[1;32mD:\\Anaconda\\envs\\D2NN\\lib\\site-packages\\torch\\nn\\modules\\module.py:1130\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m   1126\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[0;32m   1127\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[0;32m   1128\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[0;32m   1129\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[1;32m-> 1130\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1131\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[0;32m   1132\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n",
      "Cell \u001b[1;32mIn[48], line 19\u001b[0m, in \u001b[0;36mPropagation_Layer.forward\u001b[1;34m(self, E0)\u001b[0m\n\u001b[0;32m     17\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m torch\u001b[38;5;241m.\u001b[39mno_grad():\n\u001b[0;32m     18\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m ind \u001b[38;5;129;01min\u001b[39;00m z_ind[\u001b[38;5;241m1\u001b[39m:]:\n\u001b[1;32m---> 19\u001b[0m         full_cross_section[ind] \u001b[38;5;241m=\u001b[39m diffraction_step(full_cross_section[ind\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m])   \n\u001b[0;32m     20\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m full_cross_section[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "# 正式开启训练\n",
    "train_loss_hist, train_acc_hist, test_loss_hist, test_acc_hist, best_model = train(model, \n",
    "                          criterion,optimizer, train_dataloader, val_dataloader, epochs = 1,  device = device)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8aa9faa1",
   "metadata": {},
   "source": [
    "### ***Saving***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0ec77081",
   "metadata": {},
   "outputs": [],
   "source": [
    "torch.save(model, 'MNIST_0.75.pth')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 434,
   "id": "239983a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 释放显存\n",
    "torch.cuda.empty_cache()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "619ac490",
   "metadata": {},
   "source": [
    "### ***Loading***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "771976ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = torch.load('MNIST_0.75.pth')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d61eb80",
   "metadata": {},
   "source": [
    "### ***Data Analysis***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ff703d42",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 查看\n",
    "def visualize(image, label):\n",
    "    image_padded = F.pad(image, pad=(PADDING, PADDING, PADDING, PADDING))\n",
    "    image_E = torch.sqrt(image_padded)\n",
    "    out = model(image_E.to(device))\n",
    "    fig, (ax1, ax2) = plt.subplots(1, 2)\n",
    "    ax1.imshow(image_E[0], interpolation='none')\n",
    "    ax1.set_title(f'Input image with\\n total intensity {image_padded[0].sum():.2f}')\n",
    "    output_image = out[1].detach().cpu()[0]\n",
    "    ax2.imshow(output_image, interpolation='none')\n",
    "    ax2.set_title(f'Output image with\\n total intensity {output_image.sum():.2f}')\n",
    "    fig.suptitle(\"label={}\".format(label), x=0.51, y=0.85)\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "def mask_visualiztion():\n",
    "    for ind, mask in enumerate(model.phase):\n",
    "        plt.imshow(torch.sigmoid(mask.detach().cpu())*360, interpolation = 'none')\n",
    "        #plt.imshow(mask.detach().cpu()*180/np.pi, interpolation='none')\n",
    "        plt.title(f'Mask of layer {ind+1}')\n",
    "        plt.colorbar()\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "38979bf8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask_visualiztion()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "7343f851",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kk08AnP5C8bbr4Ss9evRAu3btrPPw8HB06tTJ43MnRPwmhvS0zX6mTJgwQTnv378/kpKSsGnTphqvy1ccDgdGjBhhnQcHB6Njx45o1aoVevbsaV2Pi4tDy5Ytbb+bF198Eb169UJ4eDiCg4MREhKCDRs24LvvvrPyZGdnIyYmBldccYVy7w033KCc//jjj/jf//5njZM8r4wYMQK//vordu3a5bUvAwYMQHh4uDKvDBw4EFdccQVycnJw8uRJ7Nu3Dz/88MMZzysjR45EUFCQdd69e3cAOGvnFS4+apHIyEhlQQGcVmA8deqULW9CQoLHa6WlpThx4kSttbEq4uLilPPQ0FCv1+V+bd26FUOHDgUAvPLKK/j000+xbds2PPjggwCA4uJiAKd1LAAgPj5eKS84OBjNmzdXrh08eBDvv/8+QkJClL8LLrgAAHD48GFjXwYPHowtW7agqKgI69evx+9+9zs0b94cvXv3xvr167Fnzx7s2bPnjCcJvd3A6ede2WfSOGjRogUiIyOxZ88eY76ffvoJkZGRtt9UTeBtXqn83dUFnubF0NBQj/3X55W5c+fiD3/4A/r27Yt33nkHW7ZswbZt23DFFVcov68jR47Y5hTAPs8cPHgQAHDvvffa5pWpU6cCMM8r4eHhGDBggLX42LBhA4YMGYKBAweioqICH3/8sSV+qel5JSwsDADO2nmF1i71hNzcXI/XQkNDER0dDeD0iy4rq1ZS1X+6dcGyZcsQEhKC//znP8pEo5sFVv6gDh48iNatW1vXy8vLbRNkixYt0L17dzz++OMe60xMTDS2adCgQXj44Yfx0UcfYcOGDZg1a5Z1fd26dUhOTrbOCTlTgoKCcPnll2PNmjXYv3+/R72P/fv34/PPP8fw4cOtr9qa/J17m1c6duxonZvqa9Gihd911iZvvvkmBg4ciAULFijXCwsLlfPmzZsr+l2V6ONR2b8ZM2Zg7NixHuvs3LmzsU2DBg3CzJkzsXXrVuzfvx9DhgxBTEwM+vTpg8zMTBw4cACdOnVC27Ztq+xfY4I7H/WEFStWKCv8wsJCvP/++7j00kutSal9+/bIy8uzVusAUFpairVr19rKq+svbYfDgeDgYGWbsLi4GG+88YaS77LLLgMA/Otf/1Kuv/322zYLllGjRuGbb77Bueeei9TUVNtfVYuPiy66CE2aNMG8efOQm5uLIUOGADj9RfLll19i+fLlOP/886ss52z/4iCBY8aMGRBCYOrUqTbxaUVFBf7whz9ACIEZM2ZY12vyd75kyRLlPCcnB3v37lWs39q3b4+vvvpKyff999/bxA314b13OBxWOyr56quvbMqZaWlpKCwsxIcffqhcX7ZsmXLeuXNnpKSkYMeOHR7nlNTUVMTExBjbNHjwYJSXl+Phhx9GmzZt0KVLF+v6+vXrLfFzVdT1nB1ouPioJwQFBWHIkCF499138c4772DQoEEoKCjAI488YuUZN24cgoKCcP3112P16tVYsWIFhg4d6lEnpFu3bsjKysL777+Pzz77zCi3rA1GjhyJEydOYPz48cjMzMSyZctw6aWX2iaOCy64ADfccAP+/ve/44EHHsD69evxzDPP4L777kNsbCycTvcr+uijjyIkJAT9+/fHggULsHHjRqxevRrz58/HqFGjsH//fmObgoKCkJaWZu1ynHvuuQBOy23DwsKwYcMGnyaJSo31Z555Bps3b8Znn31m+/IiBDj9bs2bNw8ffPABLrnkEixZsgQff/wxlixZgksvvRSrV6/GvHnz0L9/f+uemvydf/bZZ7j99tuxdu1a/POf/8RVV12F1q1bWyIFALjpppvw7bffYurUqdiwYQNee+01XHnllTY/FOeeey4iIiKwZMkSZGVl4bPPPsOBAwdqeMTMjBo1CuvWrcOsWbOwceNGLFiwAMOGDbN2LSuZOHEiOnbsiBtvvBELFixAZmYmpk+fbi3g5HnlpZdewoYNGzBs2DC89dZb+Oijj7By5UpkZGTg2muvrbJNvXv3RrNmzbBu3TrrgwY4vfjYsWMHDh486PO8kpeXhwULFmDr1q31ymN2rVDHCq8NAm/WLlFRUba8usZ6pSbzk08+KR555BHRpk0bERoaKnr27CnWrl1ru3/16tWiR48eIiIiQnTo0EE8//zzHrXgt2/fLgYMGCAiIyMFAEVr3RPwYu0i90lu/6FDh5Trnvr72muvic6dO4uwsDDRoUMHkZGRIV599VWblvepU6fE9OnTRcuWLUV4eLi4+OKLxebNm0VsbKz405/+pJR56NAh8cc//lEkJyeLkJAQERcXJ3r37i0efPBBceLECWMfhRDimWeeEQDEHXfcoVwfMmSIACDee+895bonaxchhJgxY4ZITEwUTqdT0ehPSkoSI0eOtNWrWw6QxsXmzZvFNddcI+Lj40VwcLBo2bKlGDt2rMjJyfGY/0x/55W/33Xr1ombbrpJNG3aVERERIgRI0aIH374QSnD5XKJOXPmiA4dOojw8HCRmpoqNm7c6PGdfeutt0SXLl1ESEiIbc7Q8Wbt4mleTEtLExdccIHtuv57KikpEffee69o3bq1CA8PF7169RIrV670aCH0888/i7Fjx4ro6GgRExMjrr76arF69WoBQKxatUrJu2PHDnHdddeJli1bipCQEJGQkCB+97vfiRdffNFr/2SuuuoqAUAsWbLEulZaWiqioqKE0+kUx44dU/J7snY5evSouOaaa0TTpk2Fw+GwnnXlHPTUU0/Z6q3qGdRnHEJoHp9IQPnpp5+QnJyMp556Cvfee29dN6fekJOTgwEDBmDJkiUYP358XTeHkLOKRYsWYdKkSdi2bRtSU1Prujn1htmzZ+Ohhx7Czz//7NX3CgkMVDgldU5mZiY2b96M3r17IyIiAjt27MATTzyBlJQUr0pghBBiojJmTpcuXVBWVoaNGzfi2WefxY033siFRz2Aiw9S5zRp0gTr1q3DvHnzUFhYiBYtWmD48OHIyMiwmeQRQogvREZG4h//+Ad++uknlJSUoF27dvjrX/+Khx56qK6bRgBQ7EIIIYSQgEJrF0IIIYQEFC4+PHDgwAGkp6dj+/bt1S4jJycH6enpfgdwktGjWJ5pPk98++23SE9Pt6Ir1jV6FFmgZsbSG0uWLEHPnj0RHh6OFi1aYPz48di3b58tX/v27ZVok5V/U6ZMqbKOoqIiXH/99ejcuTNiYmIQFRWFCy64AI899hiKioqUvOvXr8eQIUOQmJiIsLAwK2rn6tWra6zPpHbgvFF3cN44C+eNujW2qZ/4G0DJE6bgY77iybTOE/v27RObN2+uVh3//ve/beZwdcmpU6fE5s2bRV5ennWtJsbSE88++6wAIG6//XaxZs0a8c9//lO0atVKJCUliaNHjyp5k5KSxIABA8TmzZuVv927d1dZz7Fjx8R1110nXnzxRbF27VqRmZkpHn74YRESEiIGDRqk5F22bJm45557xLJly0RWVpZYsWKFGDp0qAAg3njjjRrtP6lZOG/UHZw3zr55gwqnDYA2bdo0GO3tsLAwXHzxxbVeT0lJCR5++GGMHj0ar7zyinX9/PPPR//+/fH000/b3Lg3bdq0Wm1r2rSpzYPr4MGDUVJSgjlz5mD37t3o0KEDgNMOpvSw36NGjUJycjJefvll3HjjjX7XT4gnOG/4D+eNmoNiF42srCz06dMHADBp0iRrmyw9Pd3K895776Ffv36IjIxETEwMhgwZorj3TU9Px1/+8hcAQHJyslVGVlYWgNOuxIcOHYpWrVohIiIC5513Hu6//37bVpqveNo+bd++PUaNGoU1a9agV69eiIiIQJcuXfDaa69ZeRYtWmR58Lv88sutdspbl+vXr8egQYPQpEkTREZGYsCAAdiwYYPH+nfu3IkbbrgBsbGxiI+Px6233or8/Hwl77///W/07dsXsbGxiIyMRIcOHXDrrbda6fr2qWksb7vtNsTFxeHkyZO2Mfnd735nBZzzxDfffIP8/HwluiYA9OvXD3FxcXjnnXe83ltTVHqQ1KP36oSEhKBp06ZV5iN1B+cNzhucN/ykrrde6hv5+fmW97mHHnrI2ibbt2+fEEKIJUuWCABi6NChYuXKleJf//qX6N27twgNDRUff/yxEOL0dubdd98tAIgVK1ZYZeTn5wshhPjb3/4m/vGPf4gPPvhAZGVliRdffFEkJyeLyy+/XGmLr9unnvIlJSWJNm3aiPPPP1+8/vrrYu3ateLaa68VAER2drYQQoi8vDwxe/ZsAUC88MILVjsrty7feOMN4XA4xO9//3uxYsUK8f7774tRo0aJoKAgsX79elv9nTt3FjNnzhSZmZli7ty5IiwsTEyaNMnKl5OTIxwOh7j++uvF6tWrxcaNG8XChQvFTTfdZOXRPYqaxnLHjh0CgHjllVeUvu/cudPqkzdycnIEAPHaa6/Z0lq1aiWcTqcoLi5WxjMmJkZER0eL4OBgcd5554mnn35alJeXV/V4LFwulygrKxP5+fniww8/FAkJCeKGG27wmLeiokKUlZWJX375RcycOVOEhISI//znPz7XRQIL5w3OG5w3/IOLDw94k91WVFSIxMRE0a1bN1FRUWFdLywsFC1bthT9+/e3rvkqb6x8sbKzswUAsWPHDivtTCeR8PBwsXfvXutacXGxiIuLE5MnT7aueZPdFhUVibi4ODF69GjbGFx44YXioosustU/Z84cJe/UqVNFeHi4cLlcQgghnn76aQFAHD9+3GtfPLkzN41lWlqa6NGjh3LtD3/4g2jSpIkoLCz0Ws+RI0eE0+kUt912m3L9xx9/FAAEAHHgwAGlL6+99prIzs4WK1euFBMmTBAAxI033ui1Dp233nrLKhuAmDRpkigrK/OYd9iwYVa+Jk2aiBUrVvhcD6kbOG9w3uC84TsUu/jBrl27cODAAdx0001KYKLo6GhcffXV2LJli8etPJ3du3dj/PjxSEhIQFBQEEJCQpCWlgYA+O6772qsvT169EC7du2s8/DwcHTq1Al79+6t8t6cnBwcPXoUEydORHl5ufXncrlwxRVXYNu2bbbt3iuvvFI57969O06dOoW8vDwAsLalr7vuOixfvhy//PLLmXYR99xzD7Zv345PP/0UAFBQUIA33ngDEydORHR0tNf74uLiMGHCBLz++ut46aWXcPToUXz11VeYMGGCFYlXfsYvvPACJk2ahMsuuwxjxozBm2++ibvuugtvvvkmvvzyS5/aOmzYMGzbtg0bN27E448/jnfeeQdXX301XC6XLe9zzz2HrVu3YtWqVRg2bBjGjRuHt956y5+hIfUEzhucNzhv2OHiww+OHDkCAGjVqpUtLTExES6XC8eOHTOWceLECVx66aX473//i8ceewxZWVnYtm0bVqxYAaBmw1U3b97cds3XsM2V4byvueYahISEKH9PPvkkhBA4evSosT49BPdll12GlStXory8HDfffDPatGmDrl27ntGPY8yYMWjfvj1eeOEFAKfl0UVFRbjzzjurvHfBggUYN24cpk6diubNm6Nnz57o0qULRo4cibCwMI/jJ1OpxLVlyxaf2tqsWTOkpqbi8ssvxwMPPICXX34Z7733HlatWmXLm5KSgj59+uDKK6/E8uXLMWjQINx5550eJxxSv+G8wXlDhvPGaeqpJkr9pPKl+vXXX21pBw4cgNPpRLNmzYxlbNy4EQcOHEBWVpb11QKgVmzRz4QWLVoAOL2S9qapHR8f73e5Y8aMwZgxY1BSUoItW7YgIyMD48ePR/v27dGvXz+/y3M6nbjzzjvxwAMP4O9//zvmz5+PQYMGoXPnzlXeGxUVhTfeeAPPPvss9u3bh8TERLRo0QJdunRB//79q1TUEr85B5a/dPzhoosuAgB8//33PuVds2YNDh06VK1xJ3UH5w0VzhucNwDufHhEX3lX0rlzZ7Ru3RpLly61XiDgtDOYd955x9JkN5VRqV1emV7JSy+9VLOd8BFv7RwwYACaNm2Kb7/9FqmpqR7/QkNDz6jetLQ0PPnkkwBg3IL01sZKbr/9doSGhmLChAnYtWsX7rrrLr/a0qxZM3Tv3h0tWrTAe++9h127duGee+6p8r7XX38dAKpt4rdp0yYAQMeOHY35hBDIzs5G06ZNq/yqInUH5w3OG5w3fIc7Hx4499xzERERgSVLluC8885DdHQ0EhMTkZiYiDlz5mDChAkYNWoUJk+ejJKSEjz11FM4fvw4nnjiCauMbt26AQCeeeYZTJw4ESEhIejcuTP69++PZs2aYcqUKZg1axZCQkKwZMkS7Nixo0762rVrVwDAyy+/jJiYGISHhyM5ORnNmzfHc889h4kTJ+Lo0aO45ppr0LJlSxw6dAg7duzAoUOHsGDBAr/qmjlzJvbv349BgwahTZs2OH78OJ555hlFdu0Jb2MZExMD4LQ9/M0334wFCxYgKSkJo0eP9qk977zzDg4cOIDzzjsPp06dQlZWFp555hlMmTIFY8aMsfItXboUK1aswMiRI5GUlITjx4/j3//+N5YtW4ZbbrkFF154oZU3OzsbgwYNwsyZMzFz5kwAp/+D+PjjjzF06FC0bdsWRUVF+Pjjj/Hcc8+hf//+Sl1jxozBhRdeiB49eqB58+Y4cOAAFi1ahOzsbLzwwgv112yOcN7gvMF5wx/qTte1fvPWW2+JLl26iJCQEAFAzJo1y0pbuXKl6Nu3rwgPDxdRUVFi0KBB4tNPP7WVMWPGDJGYmCicTqeiGZ6TkyP69esnIiMjxTnnnCNuv/128cUXX9i0tc9Ua33kyJG2vGlpaSItLU25Nm/ePJGcnCyCgoJsbcjOzhYjR44UcXFxIiQkRLRu3VqMHDlS/Pvf/7bVf+jQIaXcStPDSm3z//znP2L48OGidevWIjQ0VLRs2VKMGDHCMjUUwrPWuhDex7KSrKwsAUA88cQTVYyWm3fffVf06NFDREVFiYiICJGamipeffVVS8u+ks2bN4tBgwaJhIQEERISIiIjI0WfPn3E/PnzFesFIYTYtGmT7X359NNPxahRo0RiYqIIDQ0VkZGR4sILLxR/+9vfRFFRkXL/k08+Kfr06SOaNWsmgoKCRPPmzcWwYcPqrbkcUeG8cRrOG5w3qoJRbUmD4M9//jMWLFiAffv21cstRkJI/YPzRt1RD/diCPGdLVu24Pvvv8f8+fMxefJkTiCEkCrhvFH3cOeDnNU4HA5ERkZixIgRWLhwodFGnxBCAM4b9QEuPgghhBASUGhqSwghhJCAwsUHIYQQQgJKrS0+5s+fj+TkZISHh6N37974+OOPa6sqQkgDgfMGIY2DWrF2+de//oVp06Zh/vz5GDBgAF566SUMHz4c3377rRKwyBMulwsHDhxATEyM5dWPEBJYhBAoLCxEYmJitd1A+8uZzBsA5w5C6hq/5o3acB5y0UUXiSlTpijXunTpIu6///4q7923b58SPph//ONf3f3t27evNqYIj5zJvCEE5w7+8a++/Pkyb9T4zkdpaSk+//xz3H///cr1oUOHIicnx5a/pKQEJSUl1rn4zfjmEoxAMEJqunmEEB8oRxk+wWrLFXVt4++8AZjmjpEIdoRUXnTf4MduiCPYPfeI8jI1USrTobutdri/9kRZqaECrS2+ttOhfU26KryXa8jr0GLEiFKprSYDSFPb9Pt8bIsNZ5D3NFN/q2u4qfVJefYVWn2mdpuQ+yS0CLP62Jjqq+6YmsbJVKbcVlN9v5VRLsrwCT7wad6o8cXH4cOHUVFRYYugFx8fj9zcXFv+jIwMPPLIIx4aFuKeQAghgeW3+SlQ4gt/5w3AMHc45LmjmosPae4RttukxYfDsPhw+POfeDUXH7Zzw38k0rlDm1vVtlZz8aHf52Nb7HUYFh+m/prabUJffCjP3o92G+uQ++TH4qOaz9dejmGcTGXCsPiQz5XFjW/zRq15ONUrF0J4bNCMGTMwffp067ygoABt27atrWYRQuoxvs4bgI9zh/zF6cdXq7LbYfpS1O+TdztMuxumMvU0qQ8OpzY+2v9jSpFB2n/i0r1C2jHy2FavhXr/D84RrNYnj4UjSPsPPiLKOnYVn1ILMn7tG8bUgCNEjaSr7Ghog+gIcnrOdyZIddiei561vFxqjNpfZ0SEdew6ebJ6bdF3lpQdDL0x0kJbe4YCht0cH6jxxUeLFi0QFBRk+1rJy8uzfdUAp8Me62GiCSGNC3/nDYBzByFnMzWuxh4aGorevXsjMzNTuZ6ZmYn+/fvXdHWEkAYA5w1CGhe1InaZPn06brrpJqSmpqJfv354+eWX8fPPP2PKlCm1UR0hpAFQY/OGw+kWD/i4HWxTwJTFEoZtamWLHIAzPNydrVRTVNVl/UqFBvGBvGUfrLVTq18ux6jwqvdJUSw0iYtcXtOEQaylt1M5NymYAqqoxyhn8t5um9KwVKZTe/auU5IYyB+dJx9FfLZnpiErMet5TaIW031qId7FWn6J9UKk+ip/L34o/dbK4mPcuHE4cuQIHn30Ufz666/o2rUrVq9ejaSkpNqojhDSAOC8QUjjod4FlisoKEBsbCwGYgytXQipI8pFGbKwCvn5+WjSpEldN8cnrLnDOVYytZU+3QxTXXV3PnSMOx+mz0gfzVuNX+n+YNr50DGZAdfEfx9Vja/JTNXXtulp8s5HqPr/jHHnw9Rf086HHybBPu9g+HOfj6a2ujKsXI7NrFzKW/l78WfeYGwXQgghhASUWjO1JYSQOsFV4f6ydRr8K8gYTCpl2TYAiBK7cyWrBsNOhDNKMi8tKvJen27BI7dNd1ltcpBlcI5m3F0wfbXbGuujgyqjabFm6qqbxer98IZWh/KlrrVN1odxnaqeOa3eTtlEt7plAv7tdij3VXh/L027QI5Qdz9MJtg2s2N5V+S3sXAIB+Dj4+LOByGEEEICChcfhBBCCAkoFLsQQhoWDod7u9hHhVMTtq1oJdF3V+SKmaQfSqzyNrxRkRBmz6yyOEfvk2xiadM99VXJ0qAMalNWlLO51PJtJsLVdP+tejFVx81npU5DfTYxRHWVdvUqDaIzWSHUVr/cVn+8+ZrebyWj9/egsi1C+F4vdz4IIYQQElC4+CCEEEJIQOHigxBCCCEBhTofhJAGhSMoCI7fQpibIoQqsnVNz0A2ozS6Kdcx6UD4iM8yeA8oOgG6S/NS7xF3q2ve6Wsfdf0EZ2SkO81gdnw6g6xrUL0xNfbXpH+j6U7IuiK6HovPDt+q0D1SogGbzI5Nps1GU1v1PjkasdE82w89JV/gzgchhBBCAgoXH4QQQggJKBS7EEIaB8Jg0qltKctpwQnxSpqryG0y62iToKb9uFcqRNv6lkUipQZRjj8xSvQ+GcRMShVaDA95K94oZjKZiRq9mKppBSO7Wceh+arI51Rz9b8lZ5n73uh//9d704I00YosFdDb5qN4zBTzxyaqksq0RYc1mvP64XFUKVQVe8jvqV6fYlp8slhJM0XKVTNqojNPHntpaksIIYSQ+goXH4QQQggJKFx8EEIIISSgUOeDENKgEOXlEJ50E3RTQVnWb4jyWp53WEkKOq+j++TwMSXNEe7WEXAVFqppSt2+60eY0M09FVm/yR22rhOgmXQqVNOFuiMiwjqW9WQAoEKq7kRiiJIWfUA19yyNlcxbDToY0PVYjFFefTQRNkR5tY2vVKZwad/1sj6I3s6q6vQRWZfDEdtETQt3D7hDNzsuKPCtAj1cQPEpD2kOwMfXlzsfhBBCCAkoXHwQQgghJKBQ7EIIaVg4g4DfPJw6QiQTwzLfzR1lMUxwUls1rcDtkdN1QvXO6WjV0n2iiV2M5pa+epI0mdYCvpvCGqLh2rxqSqa3zpgYtWknTrjz6dFppf7rZYYdd4soyiO07fwQ9ZvYJUt9DCIJf8QVivimqqi6SqJBpiCn6San+jOVb9Mj18pmsXrkWlNbJPNeV7NoNSnPLR4UZZoXUx+RPQKfLsfDOPkhMuTOByGEEEICChcfhBBCCAkoXHwQQgghJKBQ54MQ0rAQLlRGP1XcmPshj1aKO6lGKxVS9FLZtBYAcCy/WnWoFfgRuVV3zS27cHfppqC+ub62RTaV6hDFqmtuX12B6/oBxS3c7SyLVPsQt0stx1nmHg+TabHR7Fh3n29yby/n1U2wpbHQTWaNkXKVfGadC58j7urPPlrS89h3UL2vWaw7nwhX044c9d4YpyHirVI5TW0JIYQQUs/xe/Hx0UcfYfTo0UhMTITD4cDKlSuVdCEE0tPTkZiYiIiICAwcOBA7d+6sqfYSQs5COG8QQmT8FrsUFRXhwgsvxKRJk3D11Vfb0ufMmYO5c+di0aJF6NSpEx577DEMGTIEu3btQoxmpkUIaRwEdN5wON1RWvVtcwlnuHv72XVKFa3IW9oVhw6pSdL2vu65U6nPsGVuM2eVTSpNYheTl1atHJtYQI6y69C+O+VyDBFgbaa9cn0mkYjmmbTZos1SWwzmwVpbhfY85XE0m6Wq4+SU2uPSxUVyXkMUYX/q89mU2g/051v+ywEpUXu+x1RPvAomMZPhvVB+P9Xwyur34mP48OEYPny4xzQhBObNm4cHH3wQY8eOBQAsXrwY8fHxWLp0KSZPnux3AwkhZz+cNwghMjWq87Fnzx7k5uZi6NCh1rWwsDCkpaUhJyfH4z0lJSUoKChQ/gghjYfqzBsA5w5CzmZqdPGRm5sLAIiPj1eux8fHW2k6GRkZiI2Ntf7atm3rMR8hpGFSnXkD4NxByNlMrZja2qLmCWG7VsmMGTMwffp067ygoICTCCGNEH/mDcAwd7gq3DJvg2mkoudh0KUwuRvX71N0GzSdAAEpr1PrV5mPcn9D9F093eh6XddJkHQEHEHaczBGh5V0IHTTXtlEV9MJUPRDNP0Eu9tu7zoYRlfoSn2qa3Cbjo83bCazBt0YX9H1VnRdGYP+j9H1uuI+v5rtMTxf222extCPManRxUdCQgKA018yrVq1sq7n5eXZvmoqCQsLQ5imjEQIaTxUZ94AOHcQcjZTo2KX5ORkJCQkIDMz07pWWlqK7Oxs9O/fvyarIoQ0EDhvENL48Hvn48SJE/jxxx+t8z179mD79u2Ii4tDu3btMG3aNMyePRspKSlISUnB7NmzERkZifHjx9dowwkhZw91Nm8oZpret4QdTj3KqyRO0Lb2la1vW0RUSdRhEJH4FWFXFkvYTE21LfuS6pnz6iIpFe9RddUKDOalelZThF8/+m+8T3h/hsb7ZAweTm3UhGfUKurw2aOrqf5Q7b2QRWK6iS4MZt8eoyT77uHU78XHZ599hssvv9w6r5S5Tpw4EYsWLcJ9992H4uJiTJ06FceOHUPfvn2xbt06+vggpBHDeYMQIuMQorpaM7VDQUEBYmNjMRBjEOwIqfoGQkiNUy7KkIVVyM/PR5MmTeq6OT7hce4wxNhQnH6ZviI1TDsf3sr3py1+7XxoOi/yV6xfOx/B3udaJaaH6b8LP5QVjdTCzodf9ZnKUJR2vTtjq62dD7lOf95Zn3c+qnBi560tleWXizJkiZU+zRuM7UIIIYSQgMKotoSQxoHha9ToKltH+RL3rktgMtG1fbUKH7+MdVNTU3RW/avVsGtgMh82Ie+86G0xmoXKY1iVrogcjdfkmtyw0+GMilJvKyryfp8/OyFKmvddAnlnyRQ12FZHVa7nvVZo0H/R3xkprzO0eibJle+sQ7gAwwaMDHc+CCGEEBJQuPgghBBCSECh2IUQ0nDx1XujliZv0ytb9NBEFPp9kZHufKXa9rpchsE7pZ7mlCx+XIWFXsussg4Jo7KiPyazBrGP6hlV+86tbiRX3TOsUxLtGBQudQ+rynMztc2kgGkT1xi8xOqiFiXRd7GPIsoyKZia0KPTyu96sffozsYif2uLEL63iTsfhBBCCAkoXHwQQgghJKBw8UEIIYSQgEKdD0JIw8IZBDh+k9X76pRKk/vreh7ey9DuO3nSfWI0y/TdAZei52EyNQWMTrBk01+Tu3FndLT3+nV8NpnVo+j61k5A1ZewOXUzOcEyIdcp/HCh7mP0X9k9v15m1U7GvDtV88sk3Bta/xQ9j+o6cat8L4XL6JFdhjsfhBBCCAkoXHwQQgghJKBQ7EIIaVi4Ktxb15KYwrbdLW9h26LFehdRGM0dFVGOwWRSb4spRozwHpPFVq7Bk6Yxsqs0Tq4TJwwVaH2qpsmst7oBD2apBhGJr6anxvG1ZTaIi2STaKGNhSwu0R+99NyqbIuP5uFB55yjJFUcOuQxnw2TB9nqUtk/P8Rg3PkghBBCSEDh4oMQQgghAYWLD0IIIYQEFOp8EEIaFg6HW1Yuy9rLfDepVF2D666yDS6kDbJ2JQJsmVZGdd2N627STXod8n0Gc1ajboytIO8ms2ohJj2HKty5y1FXIyLUO4uL3Wla5FrZpbpRz0J/Dwzmw87wcHfdesRX4aMrf62/tmdYYYjUK5XrOp6vpsm6M/6YIEt1yK78Ac3M2g/zcF/gzgchhBBCAgoXH4QQQggJKFx8EEIIISSgUOeDENKwEAKAB/m0KTy6jsnXglykLiOXfGTYdCfksO42PQODS29TSHtdH0Puo9H1usF/hdF3ifq9KvfR1hZD+Hmjfw6DC3nFfb3WNptLfNmleaim41Ji0KuA93a75Gdowg/9F/u4SekG3RGjfo9Jj8XWHml8dVf6vr6Xlcd+6IVw54MQQgghAYWLD0IIIYQEFIpdCCENC9nUVsbkQt1kTmowg7W5IjeJL7zkqxKDKMVkMquPgSx6EKXalr1JXKOIAbQkadwcIZrJqEFEYRwbDaOIxkcRBUzP1xQp2FSm0ZzWD/y5z2TaLIuZJDf7gCqisZn2GqSPiljNJI6rRt+580EIIYSQgOLX4iMjIwN9+vRBTEwMWrZsid///vfYtWuXkkcIgfT0dCQmJiIiIgIDBw7Ezp07a7TRhJCzC84dhBAZvxYf2dnZuPPOO7FlyxZkZmaivLwcQ4cORZGkZTxnzhzMnTsXzz//PLZt24aEhAQMGTIEhboWLSGk0cC5gxAi4xCi+j5TDx06hJYtWyI7OxuXXXYZhBBITEzEtGnT8Ne//hUAUFJSgvj4eDz55JOYPHlylWUWFBQgNjYWAzEGwY6QKvMTQmqeclGGLKxCfn4+mjRpUuPl1+rc4fi9e+6QpjfZvTlg1kkw6hmYzA8Nrrl9lovXlC6BjkmvQ65e0wmALPfX3cKbFAbksdf1DEw6H4b++1WOjEGvw1imSR9Ew/jOSAS1aK6cVxw+4jWvX/j4fKuNwXy3Ut+nXJRhU8lyn+aNM9L5yM8/7Vs+Li4OALBnzx7k5uZi6NChVp6wsDCkpaUhJyfHYxklJSUoKChQ/gghDRvOHYQ0bqq9+BBCYPr06bjkkkvQtWtXAEBubi4AID4+XskbHx9vpelkZGQgNjbW+mvbtm11m0QIOQvg3EEIqbap7V133YWvvvoKn3zyiS3NoUeBFMJ2rZIZM2Zg+vTp1nlBQQEnEWLh7N7FOj6c2kxJO9LLveXbcrP6fsV9dtg6rtj1Yy21jlSH2p47HEFBcDhOb0HL5qU275iGbWqfzWT1tpm2803RSr2Vr+OPl1a9HMNWvClaq9JDvQy9PWqF7qb4I7oymJCanotNXGRAcb5qMsPV8fWdMfTPJmbRxtDh9N5fuY96f12lZfCF6r6XpmjHlSJMIXxrA1DNxcfdd9+N9957Dx999BHatGljXU9ISABw+iumVatW1vW8vDzbF00lYWFhCNNksYSQhgnnDkII4KfYRQiBu+66CytWrMDGjRuRnJyspCcnJyMhIQGZmZnWtdLSUmRnZ6N///4102JCyFkH5w5CiIxfOx933nknli5dilWrViEmJsaSxcbGxiIiIgIOhwPTpk3D7NmzkZKSgpSUFMyePRuRkZEYP358rXSAEFL/4dxBCJHxa/GxYMECAMDAgQOV6wsXLsQtt9wCALjvvvtQXFyMqVOn4tixY+jbty/WrVuHGC36IyGeCErpoJznDnDreQSPOqykrem6yDq+wjVdSYv6NdZ9n+rLitQBgZw7RHk5hCeZe3XNJnWdANmc1lCGPy7Ejch9OQMTSsWdvBYRVdfzUG80RUR1ec+nmB1rbuFl/QHtPsVFPFBtl+ZGXQ5DpF4lqq2OwfW6UxIB2vQvTM9N1x0R3vVFFD0LUzRcHaf38QYkPSVdjCnX59LKP0MTcL8WH764BHE4HEhPT0d6enp120QIaWBw7iCEyDC2CyGEEEICCqPakjpHNvM73rulklY+7Lh1vKb7Iq9lBJ1U19HO0lrw8EfODqSotkbzR0NUTrPIxBQG1GBC6iMmk0b5twLY2ymfmzy6msxS9e11o/hCHjddtCLVL0q1MTN5gjVgGxupvyazVLPptMF82CQu0d4ZRXRl9ILr3VPo6VNfTYs1D+DCYNqspKnjrUSu1aMd15R3XQ9w54MQQgghAYWLD0IIIYQEFC4+CCGEEBJQqPNB6hxnglvP49eBqjzy6fM/sI5DVEfP+Gd+N+s48RNVNhvyzR7rmNofxG98dP9tiohq07mQI8Ia3JTrOheyi/gqkV2R6/J7L+3U6/fPhbp3lKjButt82dTX5jLe4F7dZvbsTtP1QUwYTalNeh5yW6sbtVjL5wjSxsZHHRvdXNovl/VyUnVd1nswwXYIB+Cjh3XufBBCCCEkoHDxQQghhJCAQrELqXMKL0ywjpM65ClpwyPdXk33aruD83N+Zx132X9CSas4nl+DLSRnFUIA8LDNbNoWN3nO1KOOBhlMIZ3VM1tUzB217XQ5UKitBJOIwB+zXx89cBo9YPpj6uqP11YfxRlGc1pd7COLxwyiMxu+jrfJa6pfZt0GTOIw3Xy4muUYTdWFvd3+RLXlzgchhBBCAgoXH4QQQggJKFx8EEIIISSgUOejERLcprVyvmdiknV8Kl6VFUb+4pYHJi3/RUkr37O3Rtrzy0D3Gvju1tu95vuipK1y3vIT9+vrPHRcSfPdYTNpyCguvmXTTx1dr8Bgemr0Bu6rmaZepqznYdDVsLkXN5l7+uMa2+BqXtHd8EOPxVeTUTnaLuDBhNSo2+A9qq6iR6NHypV1c2oq+rCM9nxlt/gu03sIGE255T7axknJ53v0X2UMjfkMOku/tdMhBODjcHLngxBCCCEBhYsPQgghhAQUil0aId//sZ1yPuTyL6zjjhGqqesr3w2wjis2xKgF7UG1KL2ij3Leruuv1vGI6J1K2jdl7i3Z2d9coaQlbXOb4bqOHa9eY0iDRvEqqmPwVumMkLbJi4rU+3wUUUAXkZQavHrK2/Q2D5/wjh8mneZ2uyOk6uISo/jE1DTJM6vtOUj91cUHNjGMLDIx9UlDLtcfc1qfRXV+iDaUiLemZ18FNvGRt/boIqhQSXSmPwsfowrbxtCDmbXwYH7rDe58EEIIISSgcPFBCCGEkIDCxQchhBBCAgp1Phoowe1VvY4DI9tYxyMHbVXS7m6RZR1vOZWkpJWcdMuCHaUnlTQ/DPkUjp8bopwPbeE22U0KVuW9WQXu9oStb6KkVXy3uZotIA0aZxDgsJtn2qLMGqKuuopPoToougRGU1PvcnZdti6fV2Wmqehu6PoBsk6CIcqsXT/CR7f0uttwWcfFoKuhmw87QtX5wVs7beXq6h+maLiS3oXDqY2FIRqw17q1+my6OLJeh67jYdJbcfk49hrOcPVdd51yvzd6fwHJ7NjwzppCCVSGHKCpLSGEEELqLVx8EEIIISSgUOzSgAju0N46Pto3QUmLHXPAOp5+TpaStq880jp+4tthSlrCh24xiOurL1BdglsnWsfHe6rbmhdF7baOT7rUreJvT7rva/a9j9uhpHHjqvBgggqIEt88bgKAM8K9be0qLlbzymXrO9gGk1mbt0q5emlLW9/e9tVTKFCFp1SDiEQRUZgi0Or3GUQ5Jk+dsjjB1l9N1KCIZUzmrSaTUVu7JTNRk6WpbhYrZXaG6aINWVSnFqp4idVFKQYvtXIEZUAVgTkjI5U010m3WNwmOnJ576/cNllsB2jiOIMJdGW7aGpLCCGEkHoLFx+EEEIICSh+LT4WLFiA7t27o0mTJmjSpAn69euHDz/80EoXQiA9PR2JiYmIiIjAwIEDsXPnTkOJhJDGAOcOQoiMXzofbdq0wRNPPIGOHTsCABYvXowxY8bgyy+/xAUXXIA5c+Zg7ty5WLRoETp16oTHHnsMQ4YMwa5duxATE1NF6eRMKWkXZx3nqR7Msb7zm9Zx6yBVVjj30EXW8aldsUpas2K3rLBsaKqSFnLcbb7lCjO/SvnxbnnhhNQcJW1YpNul+47ScCUte39H67jlhs+NdZD6SyDnDkdIKByO07JrRQfCIL/XdQJk+XlQi+Zq+bL77agItcxgdx2u73crSYqs32Rqq8nW5bxGfQxA1Ufx0W02AMz4cYd13NSp6rhsKe5gHb/0w6VKWsurfnCf6CakPkaONbpTByDK3f0w6SSYKB5zkXIe/b+j1nFpK9WEP/SQ251+xc5dWmPd463qeKj90Ntleva2SMWy23KDvo/8jgJAcCu3np8oUtPQOl6qUDMrl99Tm0KIpAukj7XB1NcX/Nr5GD16NEaMGIFOnTqhU6dOePzxxxEdHY0tW7ZACIF58+bhwQcfxNixY9G1a1csXrwYJ0+exNKlS72WWVJSgoKCAuWPENKw4NxBCJGpts5HRUUFli1bhqKiIvTr1w979uxBbm4uhg4dauUJCwtDWloacnJyvJaTkZGB2NhY669t27bVbRIh5CyAcwchxG9T26+//hr9+vXDqVOnEB0djXfffRfnn3++NUnEx8cr+ePj47F3715PRQEAZsyYgenTp1vnBQUFnESqSUkz95ZkSBs1EmeU5NUuSDNDvLX5J9Zx/kB1G/nTJPeWa1m+aloW/qt7O7ws2uzv1HWOe8vusuj/KWnRTreoZX3h+Upa+cdxIA2DQM0dorwMovJ1P8OtYQBwRKliSpRKYoFgzTtnsVsUafIIaTP9dBq8TPoR9VT2XikMt+mmr0/sHW4dT227SUmb0vQX6/idaC3Crx+iHQW5vz6KTqrMq81rTum5Rf9wXM3rcrfbFay9IyU+tsfgJdYUudboadefOvV3KEwS+7RspiQ5jxa6005oz1Bui/7uKWI8wwtV2V/h0q2MveL34qNz587Yvn07jh8/jnfeeQcTJ05Edna2u636AxHCdk0mLCwMYdrDIIQ0PDh3EEIq8VvsEhoaio4dOyI1NRUZGRm48MIL8cwzzyAh4bSyS25urpI/Ly/P9kVDCGl8cO4ghFRyxn4+hBAoKSlBcnIyEhISkJmZaaWVlpYiOzsb/fv3P9NqCCENDM4dhDRe/BK7PPDAAxg+fDjatm2LwsJCLFu2DFlZWVizZg0cDgemTZuG2bNnIyUlBSkpKZg9ezYiIyMxfvz42mo/kWjyhduFOhyJStrlQf/POl7e+59K2gUh7q3rF9tuVNLK2rj/QyjT5LunpPOQKmTr8p3NnKo5bZkkuvyhqKWS1m6Fu0++O+4l9Y2Azh1CwIq5rMjIvZs4mkxYXbFRSpLz2An3ya+H1PvkaKL6b6Im5P5amUYX3wa9A1223yYy3zqe9e2VSlrr7q9bx39LXqmkzRK9vbdVqs8ZpY6hq8i73oHebkeI5Jpcdxuu6z3IdZxwP6fgo/lKmoh264NE7PxFSXM1b+q9LbJOjfbOKKa2ekRhWcfF16i5gFlnSX++UuRafVdBhEkmyqf0qMXufhjNno2u7SvUf33Ar8XHwYMHcdNNN+HXX39FbGwsunfvjjVr1mDIkCEAgPvuuw/FxcWYOnUqjh07hr59+2LdunX08UFII4dzByFExq/Fx6uvvmpMdzgcSE9PR3p6+pm0iRDSwODcQQiRYWwXQgghhAQUv01tSf3FddAtf25i80Tu1gEZdegeJWVA9++t43OjNBm2RGyQ6na5Q5jbLXpCkCpT7R6qyv7CHO5XTfczsuWUO++Xv7ZW0trsZnwPUn1kd9yy7gCgyd4N+hGyjwQAEOFuubgjSBULiePS70DTR1B0Akw6Hn64THf54yPCQIswt37EnzqvV9K+LmljHfcN/0ltmsGluIzuClwZb92Pie3c4B/FhDRuJV3UeSXksLs9jhJVP8Mh+/nQxlsOaa+j6NHozz5I1hXR0oK962DoyO+zrrcjKqS2FqlzNZq631NHpKpzZ/S5YvIrIt1XqQvjEMJn5TzufBBCCCEkoHDxQQghhJCAQrFLA0I2s3Pt3aekRUrnScVqyNuv/+d2af6FahGnILS3pTzCvQ1XEa1uT956WbZyfmezL6xjp7atPO/XkdZx8EdqVF1CzgTZVNBm/ihtI9u2vqXXuSL3oHpfkMFs0iAWUOrXxTzeKtewRXXV+yTn1aOlGqL4bu8pHTu08BZS3regmvADJnfnBjNR2ey4CrGDIgowmXvq4hopb1DWF0qSSxY16OI4X0VimvhY6ZPBZNVmZm0yvdWek2ksKg55F5nDlGZ6F33MVxm1V/ghFuPOByGEEEICChcfhBBCCAkoXHwQQgghJKBQ56MREvbhNuU84cPqlROU0sE6zrtMDQDWclCBch4iyUdzTqnmif/9Ptk6Pm/9ESXNd2e9hHhAlkEbdBAcoZqMXg8tLqdV0xW6EV1fQW2M+7CqcqoZqt6IwdxS1tfQdRkU81qjLox31/ZV3avoIei6MrJOjx792OVOsz1Pk3mpNI/ZdGrkY4MuTpXvj6F+Z7jbTNamGyOfG0zH9fFVwgzY9Gbc/XWGG56vVYDvMzZ3PgghhBASULj4IIQQQkhAodiFVJuTKc2t4yMD1G3GEVHfK+cVcG/tvXhgoJIW87V7O69ip801KyHVRhYLmDxHetxC9uE+2/a2vPWvm2IqFXo3C9XRt/eV6vRdbql+owmrSbRhMCHV+yuXaRJVBTVpohZZ7HYLoIuHbCKwMqndNtGKd/Nhr2V4KkdJM4jq5LHQTHRR5qP5sMmDbRVtU6IWazgj3ZF6bea7Tu+/A8UMWG+39ExNv5HqwJ0PQgghhAQULj4IIYQQElC4+CCEEEJIQKHOB6k2hW3cr891PTcrafFBEcr51hK3nHP7jg5KWpcP3NFxaVpLzhiHw5KrK3oIBlm7MypSSXIVuiPZGuX3mu6GrzomRnSX2tUsx3afySxVRtdHke5zhqru3V0lvulcVBSqkYGN+hn+RPyVzWl1l+aSLkll1FUrrdy7XocSOdYQ5VXXI5HNYI3Rhk06NVB1N4zRgDVcxe5ItjY9IfncZEaupxn0XxQT3Wq8o9z5IIQQQkhA4eKDEEIIIQGFYhfiM6Lfhcp5for7eEKzLVpudXv2X0f7WseR+9UtwYpdP9ZI+wgBAGdYKJyO01vwJtNE2U7VpYkFjOITeetb2zKX85rEAH4hbXdXGdVW3tLXxScGk1mjZ0pJRKOPp+I51LSdX10RlB8YvYqa6jdFjjXl1cbMdcp7/+VxMkaxhSpqkUUwp+uQxDm6yE9632zik3LpPqOZte9eec/0mXLngxBCCCEBhYsPQgghhAQULj4IIYQQElCo80HMSLLhA5dFKUkjLndHx71Ak2//XK6aiL2/rad1nPxlDUXbJMQDrlMlcDkMpqQ+YHSHbYpAq0Qk1dog/ZZsEVEN+gpKvir0RoLiYq3jimP5aqLcblMfdBTTULVPDqm/LlN0WoOZpo4/OjYmFL0dgz6KMWquPxF2ZXQ39JKeh/3ZG9z+n9JMdg39V94hUzv1yMQmXRFZr0UzEQ6Kcf9/UFGgRjH3Be58EEIIISSgnNHiIyMjAw6HA9OmTbOuCSGQnp6OxMREREREYODAgdi5c+eZtpMQ0kDgvEEIqbbYZdu2bXj55ZfRvXt35fqcOXMwd+5cLFq0CJ06dcJjjz2GIUOGYNeuXYiJiTnjBpPAEhTt3lorbaZu113SxB25tlzzTfrM4YHKebMd7q3G8C/+T0mjV9PGQyDmDUdIKByO0yapRjGFwVukvL3tjFC99cqmkLr3UxnbdrriHdPgGdXkZbIKKo4c9Z7oY3/1fLJ3UN0i19dIuSYvsbYx9MPcU7lXEwv4LIbQy5TNYk2eSk336ea0Uv2m90LPa/REa2yM755glTpMHnu199LmtdZPqrXzceLECUyYMAGvvPIKmjVr5m6cEJg3bx4efPBBjB07Fl27dsXixYtx8uRJLF261GNZJSUlKCgoUP4IIQ2Pmpw3AM4dhJzNVGvxceedd2LkyJEYPHiwcn3Pnj3Izc3F0KFDrWthYWFIS0tDTk6Ox7IyMjIQGxtr/bVt27Y6TSKE1HNqct4AOHcQcjbj9+Jj2bJl+OKLL5CRkWFLy83NBQDEx8cr1+Pj4600nRkzZiA/P9/627dvn79NIoTUc2p63gA4dxByNuOXzse+fftwzz33YN26dQiXIvjpODR5kxDCdq2SsLAwhMkuekm9QrRPtI7Lmqmyyh5hB6QzVY5YVK4+04LL3BEXi1p3UtLO2eGWOUa9/d/qNpXUU2pj3gC8zx2ivAzC0202l+K+RWSVo4VWhc9uvPW+Vhh0THx0qX26foPJrqm/cnt0l/EuL/lg1t2Q04TLe31GM1i9PYb6/Yq6aojwq+hr+GFqq+iH2CLl+mj2q9/rj66K3F+jq3vvLvkd2u/JH50Xf/Fr5+Pzzz9HXl4eevfujeDgYAQHByM7OxvPPvssgoODrS8X/WslLy/P9lVDCGkccN4ghOj4tfgYNGgQvv76a2zfvt36S01NxYQJE7B9+3Z06NABCQkJyMzMtO4pLS1FdnY2+vfvX+ONJ4TUfzhvEEJ0/BK7xMTEoGvXrsq1qKgoNG/e3Lo+bdo0zJ49GykpKUhJScHs2bMRGRmJ8ePH11yrSeAwbHsHwb0lGOZQo21Oi1+vnEcEubcyP/w5VUkLP+ybd0dydlKn80Y1vWMqaCacjiBJZGASs+hiHpd3b5FKtpMnvabpmMQsTm0L3RThV46WazNP9nEMbVv9cjTeEO2/mgrvY2Gr31fTW5upreHZVPddkKsziSj0SLkm8ZRt3Lx7lDWK7kxmz4q3We3dk8ZClGoebH2N7myJrhyAj5KiGnevft9996G4uBhTp07FsWPH0LdvX6xbt44+PgghXuG8QUjj4owXH1lZWcq5w+FAeno60tPTz7RoQkgDhfMGIY0bxnYhhBBCSEBhVFtixHn8hHUcsa+ZkvbMocut49tbfKykfXxSNaf94H9umX/z79Q6wv4vzzo2SGkJ8Q0hYAmeZdG3poMR1DzOOq44fNhQnmaKWS4JtU2uyHXzUhO+6iBUof8gm+kadUcMpr7GOvT+Kuasmv6J7FJcczduvM+Erq8g+3vXx9Cgq+KMjHQn6ePks36EQTdGR3qHqnaf75sJuE2nx6BzIiPrLGlNs2F6h52hbj0hVzVMcrnzQQghhJCAwsUHIYQQQgIKxS7ESPlet8vqll8kKGlrIt0msx9fcK6Slr83VjlP+sC91Ri6drNaxxm3khDPyCaeokx90yoOHTLc6KOXSZNIxlSmScziR1RXvW2miLuKqaQ/W/2SaMNeZvXM5I1msLbMsnmpIZ/Jw6k23orXWtN4G2USutdW6VAzLZbNcJ2al19XqTaGhgjDzgj3va5izXTaYIbrqym1LDYEzM/Jo+m2Hx5ZufNBCCGEkIDCxQchhBBCAgoXH4QQQggJKNT5ID4Ttnqbcp682nvelrXcFkK84nBYMm/F5bXBFNKv6LASsskmAAhJfm+TrettVM6l78AacP0NeDDplGX7QepYKG01RHLVdQCM7rd91V0xuaHX0426Mpp7dan/tudb4d1E19gnE0o56n+tcpkmN/fmMgFXUZFUqElXRXPvbnoXZfNhPRy0IfqvXEfl+DqEA/BRDYg7H4QQQggJKFx8EEIIISSgUOxCCGmwyJFHhe6F0VldL5vurWllG1wr02YmGe5ui82rpvBuXmkUNZjyGkxBbSIZpS3qfYoYQrtP9oBpFF3pZUp5jSIBHX/MkGVxgi5aUd4LrU+G6LCK+a7BU6npXTOJtXSMEXD9MGs1oTw33dRW7oc+FvIz/O1ZC+H774g7H4QQQggJKFx8EEIIISSgcPFBCCGEkIBCnQ9CSIPCERQEh+O0jF2WWRvdjfuDwY21ST9D0fPQ9UGqGyHU5P7b1gBD5FrpXHbFDVShD6OYaXpvi82luD/mpkpjdD0WWZHFMBbaeNt0MnytT6lb/XaXo8Xa3i2XyUW9dxNlW5pi+qq9a6ZnKOnV6PWrRWg6H8qJ7nbfj3fPA9z5IIQQQkhA4eKDEEIIIQGFYhdCSINClJdDVG4f+2iaqZuJmraUHaHuvK5T2va9XJ3JU6dWviJq8ceE0mQWa9qyN4iHbGIWuQ7dtFff+veCUZRUhempHGnVtNMvPxcAEKV+mPB6QxfXGER1At496Cpm3SYzZw2Tqa0tTTJ7NkWuNXmpdZ3yfcw8mv0yqi0hhBBC6itcfBBCCCEkoHDxQQghhJCAQp0PQkiDwhEcDIfj9NQmy7fNLsVVZQKTG2tZtm7D5ArdGJHV4flYr78K1+v+6BMo+Bo5VkcxdTWZwfqRZtKzMPRfN581utY31K+bBSvVlUjviUk3RY8O6+uz18o1moNrpr4wuTY31K/oCenvtvS7qGmdGu58EEIIISSg+LX4SE9Ph8PhUP4SEhKsdCEE0tPTkZiYiIiICAwcOBA7d+6s8UYTQs4uOHcQQmT83vm44IIL8Ouvv1p/X3/9tZU2Z84czJ07F88//zy2bduGhIQEDBkyBIWFhTXaaELI2QfnDkJIJX7rfAQHBytfLJUIITBv3jw8+OCDGDt2LABg8eLFiI+Px9KlSzF58uQzby0h5KwlUHOHqKiAqJSH++rbQteVkOXpuqsQYZD7G+Tnik6AIRy7EX9cWhtcvxtdfJt0Tvyq3z2GsutxW306pjpMuhO6rohJJ0Hqk6wbAvjh+l2vT37eRrfsumt7727a9eck+0ux+fIw1SH311CmI0jXt5H0T/TxlMv8zU+OQzgAg+qJjN87Hz/88AMSExORnJyM66+/Hrt37wYA7NmzB7m5uRg6dKiVNywsDGlpacjJyfFaXklJCQoKCpQ/QkjDg3MHIaQSvxYfffv2xeuvv461a9filVdeQW5uLvr3748jR44gNzcXABAfH6/cEx8fb6V5IiMjA7GxsdZf27Ztq9ENQkh9hnMHIUTGL7HL8OHDreNu3bqhX79+OPfcc7F48WJcfPHFADxExRPCdk1mxowZmD59unVeUFDASYSQBkYg5w45qq1SnkliYNsmr55oRS1CM4OV6zdFlbVtfcsiEW2LPljP697zNpVjNjv2bhbrjIhQklT38toAy2awZxAA1VdTUJtIxuRaX06zidwMZsAy1TSf1Z+L/kxlcYpfkZdNIkZTpFzFzFt7v0zmyrLL9t/aLEzmvnpzfc7pgaioKHTr1g0//PCDJcvVv1Ty8vJsXzQyYWFhaNKkifJHCGnYcO4gpHFzRouPkpISfPfdd2jVqhWSk5ORkJCAzMxMK720tBTZ2dno37//GTeUENJw4NxBSOPGL7HLvffei9GjR6Ndu3bIy8vDY489hoKCAkycOBEOhwPTpk3D7NmzkZKSgpSUFMyePRuRkZEYP358bbWfEHIWwLmDECLj1+Jj//79uOGGG3D48GGcc845uPjii7FlyxYkJSUBAO677z4UFxdj6tSpOHbsGPr27Yt169YhJiamVhpPCDk7COTcIcrLITzJ+7VrTkmebTSv1HVRJJm5KeS5uZHeXYrbzX6l+nVZvtPgmtukj+JH6HOlTJu5pY+6Mf7omJjc2fuj12Hqo8HUFrJujK7nYMJHXRFbSHu9/urUB5hNqRUzYO9m3rLOkA3dtf2ZKPIAcAjhz1tY+xQUFCA2NhYDMQbBjpC6bg4hjZJyUYYsrEJ+fv5Zo0tR5dzhz+LDx//UjIsPf6ZWeWI3TeqG/+AB3+OgVBd/+lvtxYeOj4qUfo23XHxUlNqcWl582G7TFh8+1+mHLw/jAs5UppKmx5KxLzz9mTcY24UQQgghAYVRbQkhDRbl61vb7jaKWnz8cvXLFNJYkPsr0ql73JS/hPXdDB2TiMZbPltbvJva2k1dTZ48pW9bcQbjZOqHBy+b7irLPOazFX/ypO9t8XXctOckm9fqu0A2UZbpGVdX1OGrZ1jjWPsh8vIB7nwQQgghJKBw8UEIIYSQgMLFByGEEEICCnU+CCENC2cQ8Jt7dcUsVrcqMEU9lTg05WK1ePk2/fNNEsk3f3WzmmayhpD0I8xmv+qpP9FxTfovPuOHtYnJbFP0u9A6Lo/SLDOC1UF1lrkHNXjTdrV6OVKwXp/cHlOkXlvjvOuROCPCreMKUyBDk0m0rrdhsxKS9EMMfdItWg7+v4us49Km6m0hhe7j4pZqfR0e/9Ld7FPVs4iqbItDCMDHV4s7H4QQQggJKFx8EEIIISSgUOxCCGlYuCrcYgxT9FIJYwRYbcs+9IR72/xUnJpWFu3d/NAR7HZ8ZheXuMu0mYzKeatyFOZrdFw/cEZGuqsvKlITDealinhBG0NXuDuvs1wVA1QEaWKICt+9hao3VtPplyKeUsUeFQWSzM0PJ26mdtocgklRbU3mrHqZhee6xzvssLqvEHzS3f+gEu8ee/0ST3koQ/hhUs2dD0IIIYQEFC4+CCGEEBJQuPgghBBCSEChzgchpFFg1g/w/h3m0OTesp5HRagqI4/52buegyLLN+AIVYPiiZOS3sEZ6Bn4bGqry/1NQeF8dbGtjeGJRLdeS8RhtS3lkZquimSmGqxF8RUwuAb3Vc/DZiLsXQdC1sexPc9q6tvY9H+kZ+zQ+yvl1esIKXS/w6H5apFFrd3lhBaqaT4HQzS9e1bfHYCPw86dD0IIIYQEFC4+CCGEEBJQKHYhhDQsHA73NrCP28i2rW+JJj9rW+aSZOXoeaqIpCyyeuad8pa9zZzVYfCOqWOo0y9Ri4TscdVmFqqU6XvE1bACyWvpSS3KqyZqcEhdskfVNdQp90kXq3kUGVSWKTwfQ3tPTGawJlGVLbPepwopyXvb9LEobSJFRi5V+xt+2H18IskQmdgkWjF5t60G3PkghBBCSEDh4oMQQgghAYWLD0IIIYQEFOp8EEIaLEbzUsX9t/YdJsm+w1Z/phXqztvqQ4Mc3KBLILssBwDXyZM+3VclTu+mp3JUXz2ir2y2aTQL9cdFuzROjiC1T+Hvb7WOg9u2UdKcv/yqVeq7Lol6nzxuWhnGCMM+6u3o0Wjl8S0p8XqbzX2+yQTbFKVY043p+Of/yolqZuldaOmProZhLJR3xh8dl9/gzgchhBBCAgoXH4QQQggJKBS7EEIaFkKg0s2iz2ICk4hC20J3hEqinBLDdrNhy1wRswBms1B5l7yqqLYmj6eyqMXg1dMoEtJMMZ2SN1bZJPd0oZLJqEFyUr5vv/dEwCwGUdqji1akcdQbIJdjEHPZTIsN4gVlfHXPqGcoovBYn16O3F/Te2Lz5iuNjf47kMWWWn2KqW/lmPkhIuTOByGEEEICit+Lj19++QU33ngjmjdvjsjISPTo0QOff/65lS6EQHp6OhITExEREYGBAwdi586dNdpoQsjZB+cOQkglfi0+jh07hgEDBiAkJAQffvghvv32W/z9739H06ZNrTxz5szB3Llz8fzzz2Pbtm1ISEjAkCFDUFhY6L1gQkiDhnMHIUTGL52PJ598Em3btsXChQuta+3bt7eOhRCYN28eHnzwQYwdOxYAsHjxYsTHx2Pp0qWYPHlyzbSaEHJWUR/mDrNrcBWTqaQoM+iR+BoV1BSBVZyBG2tTHabbwsPdtxUXq2mSDoieZtPz8BGfI+xWhamPwuAK3VdzWl0/QniPeGt0ba+4Za/im99Xt/C2+nwzSdZNdAHvZtYe9Tqsgnyqzit+7Xy89957SE1NxbXXXouWLVuiZ8+eeOWVV6z0PXv2IDc3F0OHDrWuhYWFIS0tDTk5OR7LLCkpQUFBgfJHCGlYcO4ghMj4tfjYvXs3FixYgJSUFKxduxZTpkzBH//4R7z++usAgNzcXABAfHy8cl98fLyVppORkYHY2Fjrr23bttXpByGkHsO5gxAi45fYxeVyITU1FbNnzwYA9OzZEzt37sSCBQtw8803W/kc2naUEMJ2rZIZM2Zg+vTp1nlBQQEnEUIaGAGdO7xEtXWEqp4lIZs/6mIWPbqn0ijv29uy90qbKaR0nz8iILUCXXygiwVc3vMaynFJ/dfHSelHNb2BGvtrMEu11e/Hc5HL0fuki4+8Fql7HzV5/DSJknw1g9Uxmb6aIvz6EXFXH2+v6GNfXc+zlcX5k7lVq1Y4//zzlWvnnXcefv75ZwBAQkICANi+VPLy8mxfNJWEhYWhSZMmyh8hpGHBuYMQIuPX4mPAgAHYtWuXcu37779HUlISACA5ORkJCQnIzMy00ktLS5GdnY3+/fvXQHMJIWcjnDsIITJ+iV3+9Kc/oX///pg9ezauu+46bN26FS+//DJefvllAKe3TKdNm4bZs2cjJSUFKSkpmD17NiIjIzF+/Pha6QAhpP7DuYMQIuPX4qNPnz549913MWPGDDz66KNITk7GvHnzMGHCBCvPfffdh+LiYkydOhXHjh1D3759sW7dOsTExNR44wkhZwf1ce4wmdP6JZeXy5R1BGwycreM3qjjYTLhNOk8VJXXpKsSHOI1TRkng36Grtch65H441LcmFd/LgYdDLkcobuzrwm37BrGZ+qHfoQzOtrdMs3HjXFsqvnsjaa/1fwd+IJDCH/iNdc+BQUFiI2NxUCMQbDD+w+CEFJ7lIsyZGEV8vPzzxpdCmvucPzePXf4Gsa+NtD/A/B1Ij+TxYfLoJzp6+JD8wNRE4sPG6bYKib8UXj1NSaMPi7VXHwY8dWvCACntNjWFx/GsaqBhadNwdZP/Jk3GNuFEEIIIQGFUW0JIQ0LKaqtjHGnw/SlaPSA6buXS8UM1/SFaarvDMw05T7qXi7l9ug7GL62zejt1LZj4+P46vhhPmzEOI7uttl2y4qKqlefj1F0AW23w5RX34UymuEaxEVlhmi8komyUUxZ+XyFy1dHq9z5IIQQQkhg4eKDEEIIIQGl3oldKvVfy1HmaeeUEBIAylEGwP17PBs4o7nDpljoq1jAsC2ue9yUzoUo87OBNYDsYVXonmTLpTThNU1HzmvKV/3xtdXoR165vurV4RSqeMylPLfqKsr6Lqoz59VEJMr7pYtdfBXX6WW6z43v7G91lwvf5416t/ioDJ/9CVbXcUsIIYWFhYiNja3rZvjEGc0d1fUUbZpj9TLPzBv1mePycqzjT5BZX/PWVN8DsRaW6yjymqv6bfHnPlNePe0MggN7LdOg5qGgPV9f5o16Z2rrcrlw4MABCCHQrl077Nu376wx9QsUlTEsODYqHBfv+Ds2QggUFhYiMTERTufZIZ3l3GGGvw/vcGw8U5vzRr3b+XA6nWjTpo0VHpsxG7zDsfEMx8U7/ozN2bLjUQnnDt/guHiHY+OZ2pg3zo5PGkIIIYQ0GLj4IIQQQkhAqbeLj7CwMMyaNQthYWF13ZR6B8fGMxwX7zSmsWlMffUHjot3ODaeqc1xqXcKp4QQQghp2NTbnQ9CCCGENEy4+CCEEEJIQOHigxBCCCEBhYsPQgghhAQULj4IIYQQElDq7eJj/vz5SE5ORnh4OHr37o2PP/64rpsUUDIyMtCnTx/ExMSgZcuW+P3vf49du3YpeYQQSE9PR2JiIiIiIjBw4EDs3LmzjlpcN2RkZMDhcGDatGnWtcY8Lr/88gtuvPFGNG/eHJGRkejRowc+//xzK72hjw3nDc4bvsK5w02dzBuiHrJs2TIREhIiXnnlFfHtt9+Ke+65R0RFRYm9e/fWddMCxrBhw8TChQvFN998I7Zv3y5Gjhwp2rVrJ06cOGHleeKJJ0RMTIx45513xNdffy3GjRsnWrVqJQoKCuqw5YFj69aton379qJ79+7innvusa431nE5evSoSEpKErfccov473//K/bs2SPWr18vfvzxRytPQx4bzhucN3yFc4ebupo36uXi46KLLhJTpkxRrnXp0kXcf//9ddSiuicvL08AENnZ2UIIIVwul0hISBBPPPGElefUqVMiNjZWvPjii3XVzIBRWFgoUlJSRGZmpkhLS7MmkMY8Ln/961/FJZdc4jW9oY8N5w07nDfscO5Qqat5o96JXUpLS/H5559j6NChyvWhQ4ciJyenjlpV9+Tn5wMA4uLiAAB79uxBbm6uMk5hYWFIS0trFON05513YuTIkRg8eLByvTGPy3vvvYfU1FRce+21aNmyJXr27IlXXnnFSm/IY8N5wzOcN+xw7lCpq3mj3i0+Dh8+jIqKCsTHxyvX4+PjkZubW0etqluEEJg+fTouueQSdO3aFQCssWiM47Rs2TJ88cUXyMjIsKU15nHZvXs3FixYgJSUFKxduxZTpkzBH//4R7z++usAGvbYcN6ww3nDDucOO3U1bwRXv8m1i8PhUM6FELZrjYW77roLX331FT755BNbWmMbp3379uGee+7BunXrEB4e7jVfYxsXAHC5XEhNTcXs2bMBAD179sTOnTuxYMEC3HzzzVa+hjw2Dblv/sJ5Q4Vzh2fqat6odzsfLVq0QFBQkG1FlZeXZ1t5NQbuvvtuvPfee9i0aRPatGljXU9ISACARjdOn3/+OfLy8tC7d28EBwcjODgY2dnZePbZZxEcHGz1vbGNCwC0atUK559/vnLtvPPOw88//wygYb8znDdUOG/Y4dzhmbqaN+rd4iM0NBS9e/dGZmamcj0zMxP9+/evo1YFHiEE7rrrLqxYsQIbN25EcnKykp6cnIyEhARlnEpLS5Gdnd2gx2nQoEH4+uuvsX37dusvNTUVEyZMwPbt29GhQ4dGOS4AMGDAAJtZ5ffff4+kpCQADfud4bxxGs4b3uHc4Zk6mzeqrapai1SazL366qvi22+/FdOmTRNRUVHip59+quumBYw//OEPIjY2VmRlZYlff/3V+jt58qSV54knnhCxsbFixYoV4uuvvxY33HBDgzcL84SssS5E4x2XrVu3iuDgYPH444+LH374QSxZskRERkaKN99808rTkMeG8wbnDX/h3FF380a9XHwIIcQLL7wgkpKSRGhoqOjVq5dlKtZYAODxb+HChVYel8slZs2aJRISEkRYWJi47LLLxNdff113ja4j9AmkMY/L+++/L7p27SrCwsJEly5dxMsvv6ykN/Sx4bzBecMfOHecpi7mDYcQQlR/34QQQgghxD/qnc4HIYQQQho2XHwQQgghJKBw8UEIIYSQgMLFByGEEEICChcfhBBCCAkoXHwQQgghJKBw8UEIIYSQgMLFByGEEEICChcfhBBCCAkoXHwQQgghJKBw8UEIIYSQgPL/AQaD+Y127mNQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rand_ind = np.random.choice(range(len(val_dataset)), size=10, replace=False)\n",
    "for ind in rand_ind:\n",
    "    visualize(val_dataset[ind][0], val_dataset[ind][1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "fb04216d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def confusion_matrix(predicted, labels, conf_matrix):\n",
    "    for p, t in zip(predicted, labels):\n",
    "        conf_matrix[p, t] += 1\n",
    "    return conf_matrix\n",
    "#首先定义一个 分类数*分类数 的空混淆矩阵\n",
    "conf_matrix = torch.zeros(classes_num, classes_num)\n",
    "# 使用torch.no_grad()可以显著降低测试用例的GPU占用\n",
    "with torch.no_grad(): # 停止梯度更新\n",
    "    for i, (images, labels) in enumerate(val_dataloader):\n",
    "        images = images.to(device)\n",
    "        images = torch.sqrt(F.pad(torch.squeeze(images), pad=(PADDING, PADDING, PADDING, PADDING)))\n",
    "        labels = labels.to(device)\n",
    "\n",
    "        out_labels, out_images = model(images)\n",
    "        _, predicted = torch.max(out_labels.data, 1)\n",
    "        \n",
    "        #记录混淆矩阵参数\n",
    "        conf_matrix = confusion_matrix(predicted, labels, conf_matrix)\n",
    "        conf_matrix = conf_matrix.cpu()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "d4cd8a19",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "混淆矩阵总元素个数：10000,测试集总个数:10000\n",
      "[[ 946.    0.   18.   13.    4.  121.   33.    5.   34.   27.]\n",
      " [   0. 1115.  100.   24.   19.   79.   21.   57.  108.   33.]\n",
      " [   2.   13.  780.   34.    2.    3.   12.   24.   20.   13.]\n",
      " [   4.    2.   21.  881.    0.  330.    1.    1.  134.   19.]\n",
      " [   1.    0.   20.    0.  876.   69.   24.   14.   36.  145.]\n",
      " [   0.    0.    0.    0.    0.  102.    1.    0.    0.    0.]\n",
      " [  19.    4.   42.   12.   36.   55.  866.    4.   42.    4.]\n",
      " [   1.    1.   32.   28.    4.   47.    0.  910.   41.  115.]\n",
      " [   7.    0.   19.    8.    3.   54.    0.    2.  538.    5.]\n",
      " [   0.    0.    0.   10.   38.   32.    0.   11.   21.  648.]]\n",
      "每种标签总个数：1201  1556  903  1393  1185  103  1084  1179  636  760\n",
      "每种标签预测正确的个数：946  1115  780  881  876  102  866  910  538  648\n",
      "每种标签的识别准确率为：78.8%  71.7%  86.4%  63.2%  73.9%  99.0%  79.9%  77.2%  84.6%  85.3%"
     ]
    }
   ],
   "source": [
    "conf_matrix = np.array(conf_matrix)# 将混淆矩阵从gpu转到cpu再转到np\n",
    "corrects = conf_matrix.diagonal(offset = 0)#抽取对角线的每种分类的识别正确个数\n",
    "per_classes = conf_matrix.sum(axis = 1)#抽取每个分类数据总的测试条数\n",
    "\n",
    "print(\"混淆矩阵总元素个数：{},测试集总个数:{}\".format(int(np.sum(conf_matrix)), BATCH_SIZE*len(val_dataloader)))\n",
    "np.set_printoptions(suppress=True) \n",
    "print(conf_matrix)\n",
    "\n",
    "# 获取每种label的识别准确率\n",
    "percent = [rate*100 for rate in corrects/per_classes]\n",
    "per_classes = list(per_classes)\n",
    "corrects = list(corrects)\n",
    "\n",
    "print(\"每种标签总个数：{}\".format('  '.join(['{:.0f}'.format(i) for i in per_classes])))\n",
    "print(\"每种标签预测正确的个数：{}\".format('  '.join(['{:.0f}'.format(i) for i in corrects])))\n",
    "print(\"每种标签的识别准确率为：{}\".format('%  '.join(['{:.1f}'.format(i) for i in percent])), end='%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "46a9d760",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制混淆矩阵\n",
    "label_ticks = list()\n",
    "for i in range(classes_num):\n",
    "    label_ticks = label_ticks + ['{}'.format(classes[i])]\n",
    "\n",
    "# 显示数据\n",
    "plt.imshow(conf_matrix, cmap=plt.cm.Blues)\n",
    "thresh = conf_matrix.max() / 2\t#数值颜色阈值，如果数值超过这个，就颜色加深。\n",
    "for i in range(classes_num):\n",
    "    for j in range(classes_num):\n",
    "        info = int(conf_matrix[j, i])\n",
    "        plt.text(i, j, info,\n",
    "                 verticalalignment='center',\n",
    "                 horizontalalignment='center',\n",
    "                 color=\"white\" if info > thresh else \"black\")\n",
    "plt.show()"
   ]
  }
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